Stock Price Prediction for the 5 Biggest Brazilian Commodity-Base Companies¶
1. Overview¶
1.1. Motivation¶
The stock price market might seems chaotic at a first glance. There is a lot of information that must be taken into account in order to decide whether to buy or not a stock. Some say that the Fundamental Analysis[1] is the right way to decide whether or not to buy a stock, and some say that the Technical Analysis[2].
Based on this lack of convergence about which method should be used, and once that we can find a giant amount of data, a data science project could be a nice fit to predict the behaviour of the prices in the next day. Therefore we could use these predictions to guide the decisions.
Nowadays, besides corona crises, the markets of the USA are on their historic maximum. This fact means that there is not so much place to find a share of business with good profits possibilities. Therefore, when we would like to have a bigger profit, we must take more risk and investments that fit this profile are those in emergent markets, like Brazil, India, China, etc. I’m a chemical engineer from Brazil and to use data science to understand the market behaviour for the next weeks are a topic that interests me a lot and can bring my education, my experience living here and my data science skills together.
As we know, the commodity is an economic good that is often used as input the production of other goods or services. These goods have full or substantial fungibility, that is, they can be treated as equivalent (or nearly) regardless of who produced them. Some examples are coffee, gold ore, iron ore, oil, water, electric power, etc. Brazil is a land that has a commodity-based economy[3] and to be able to predict the share prices of business that work in some level with commodities, cold be an excellent opportunity for discovering bad and good calls.
Besides that, nowadays there are lots of discussions about a commodity rally in 2021[4][5][6][7]. That means, understanding the future of these goods and being able the share price of the companies or even the commodity itself like gold or silver, are key points to have success investing in Brazil.
So let’s dive in the Brazilian Stock Prices of commodity-based companies, explore them and predict its prices!
1.2. Problem Statement¶
As mention above, our interest lay on the future share price of commodity-based companies. It gets even more dramatic with 2021 bringing the potential for a commodity rally. To predict those stock prices are a big prize. Based on this, we can define that our problem is to analyse the 5 biggest commodity-based companies in Brazil in order to understand their behaviour and relationships as well to get a deeper understanding about what we are going to predict. Then, an algorithm as well its pipeline will be designed and implemented in order to predict the prices for the future.
1.3. Data and Inputs¶
The data will be gathered using the Yahoo! Finance API. A great tutorial (unfortunately only in Portuguese) can be found in this medium post. The library yahooquery gives us all tools to colect the data as we want.
We will gather data of the 5 biggest commodity-based companies in Brazil, that are:
Petrobras (PETR4): largest Brazilian company, Petrobras produces oil;
Vale (VALE3): the company is among the largest companies in Brazil, and is the largest producer of iron ore in the world;
CSN (CSNA3): it is the largest steel industry in Brazil and Latin America, and one of the largest in the world;
JBS (JBSS3): the company is one of the largest producers of animal protein in the world;
Suzano (SUZB3): the company is considered the largest producer of eucalyptus pulp of the world;
The data will be divided into 7 features for each day: lowest, highest, open, closed and adjusted close price, as well as volume and ticker.
1.4. General Outline¶
a. Gathering the Data;
b. Cleaning and Exploration;
b.1. Checking missing values and a first look at the data;
b.2. Checking the variation of the data over time with a line graph;
b.3. Using the Moving Average to get another view of price variation;
b.4. Visualization of Volumes over time;
b.5. Daily Return;
b.6. Risk Analysis;
b.7. Correlations;
c. Data Preparation;
c.1. Train-Test Split;
c.2. Upload the data to S3;
d. Model Building;
d.1. RandomForest Regressor;
d.2. AWS DeepAR;
d.3. LSTM Model with Tensor Flow
e. Results;
f. Conclusion and Next Steps; In [2]:
!pip install yahooquery
Collecting yahooquery
Downloading yahooquery-2.2.15-py2.py3-none-any.whl (46 kB)
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WARNING: You are using pip version 20.3.3; however, version 21.0.1 is available.
You should consider upgrading via the '/home/ec2-user/anaconda3/envs/amazonei_tensorflow2_p36/bin/python -m pip install --upgrade pip' command.
In [3]:
# loading packages and utilities
import numpy as np
import pandas as pd
import tensorflow as tf
import datetime
import matplotlib.pyplot as plt
import plotly.graph_objects as go
import plotly.express as px
import os
import json
from plotly.subplots import make_subplots
from tensorflow import keras
from yahooquery import Ticker
from sklearn.preprocessing import MinMaxScaler
from sklearn.metrics import mean_squared_error, mean_absolute_error
%matplotlib inline
In [4]:
def gather_stocks(company_name_list, start = '2007-01-01', end = datetime.date.today()):
"""get the name of the companies, as well as the start and end date, check if they are with the
".SA" ending and create a dataframe.
"""
def name_check(name):
if name[-2:] != "SA":
name = name + ".SA"
return name
company_name_list = list(map(name_check, company_name_list))
df = pd.DataFrame(Ticker(company_name_list).history(start = start, end = end)).reset_index()
return df
a. Loading the data through Yahoo API¶
In order to have something to compare, let's gather also data of two ETFs indexes. By having these two indexes we can say if our portfolio is performing better than a basic index. In other words, we will have a winning condition! The indexes are:
IBVV11 that replicates IBOVESPA, the benchmark of the 70 biggest Brazilian companies;
SPXI11 that replicates S&P500.
Both are managed by Itau Bank, the biggest bank of south America and can be gathered using the Yahooquery API!
In [5]:
# listing the companies and gathering the data
stock_list = ["PETR4.SA", "VALE3.SA", "CSNA3.SA", "JBSS3.SA", "SUZB3.SA", "BOVV11.SA", "SPXI11.SA"]
start_date = '2007-01-01' #one year before the comodities rally in Brasil
end_date = datetime.date.today() #today
df = gather_stocks(stock_list, start = start_date, end = end_date)
In [6]:
df.head()
Out[6]:
| symbol | date | open | low | high | volume | close | adjclose | dividends | splits | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | PETR4.SA | 2007-01-02 | 25.00 | 24.879999 | 25.225000 | 10244800.0 | 25.160 | 18.318081 | 0.225 | 0.0 |
| 1 | PETR4.SA | 2007-01-03 | 25.08 | 24.004999 | 25.200001 | 19898600.0 | 24.395 | 17.761106 | 0.000 | 0.0 |
| 2 | PETR4.SA | 2007-01-04 | 24.25 | 23.700001 | 24.375000 | 21060200.0 | 23.850 | 17.364315 | 0.000 | 0.0 |
| 3 | PETR4.SA | 2007-01-05 | 23.60 | 22.549999 | 23.995001 | 24864000.0 | 23.125 | 16.836473 | 0.000 | 0.0 |
| 4 | PETR4.SA | 2007-01-08 | 23.25 | 22.900000 | 23.570000 | 19440200.0 | 23.395 | 17.033047 | 0.000 | 0.0 |
b. Cleaning and EDA¶
Now that we gathered some data, let's start the exploration.
b.1. Checking missing values and a first look at the data¶
In [7]:
# checkig for missing values
df.isnull().sum()
Out[7]:
symbol 0 date 0 open 0 low 0 high 0 volume 0 close 0 adjclose 0 dividends 0 splits 0 dtype: int64
In [8]:
# checking the infos of the dataset
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 19934 entries, 0 to 19933 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 symbol 19934 non-null object 1 date 19934 non-null object 2 open 19934 non-null float64 3 low 19934 non-null float64 4 high 19934 non-null float64 5 volume 19934 non-null float64 6 close 19934 non-null float64 7 adjclose 19934 non-null float64 8 dividends 19934 non-null float64 9 splits 19934 non-null float64 dtypes: float64(8), object(2) memory usage: 1.5+ MB
In [9]:
df.date.unique().shape
Out[9]:
(3503,)
In [10]:
df.symbol.unique()
Out[10]:
array(['PETR4.SA', 'VALE3.SA', 'CSNA3.SA', 'JBSS3.SA', 'SUZB3.SA',
'BOVV11.SA', 'SPXI11.SA'], dtype=object)
There are 3496 instances for each company. As we will work with 5 companies and 2 indexes, there are in total 24479 instances for each of the 7 columns and no missing values.
In [11]:
# Checking the earliest instance for each Stock
for stock in stock_list:
print(df[df.symbol == stock].date.min(), stock)
2007-01-02 PETR4.SA 2007-01-02 VALE3.SA 2007-01-02 CSNA3.SA 2007-03-29 JBSS3.SA 2007-05-10 SUZB3.SA 2016-07-29 BOVV11.SA 2015-01-30 SPXI11.SA
We can notice that all the 5 stocks that we are interested in, are from 2005 and the latest one is SUZB3 from 2007-05-10. So we have data to start, so our model will start on the same page.
Another important point is that BOVV11 starts on 2016-07-29 and 2015-01-30. Though the registration starts years later it is not a problem at all, once we will use these two indexes just for comparing with our portfolio of commodity-base companies.
Now let's check some statistcs for the stocks.
In [12]:
for stock in stock_list:
print(df[df.symbol == stock].describe(), stock, "\n\n\n")
open low high volume close \
count 3503.000000 3503.000000 3503.000000 3.503000e+03 3503.000000
mean 22.225800 21.867931 22.553020 4.006702e+07 22.196823
std 8.433855 8.321771 8.524212 3.226525e+07 8.423786
min 4.200000 4.120000 4.270000 0.000000e+00 4.200000
25% 16.155000 15.900000 16.410000 2.044540e+07 16.129999
50% 21.780001 21.420000 22.070000 3.140540e+07 21.680000
75% 27.299999 26.935000 27.605000 5.199720e+07 27.285001
max 52.580002 51.950001 53.680000 6.989506e+08 52.509998
adjclose dividends splits
count 3503.000000 3503.000000 3503.000000
mean 18.956508 0.002201 0.000571
std 6.400043 0.028287 0.033792
min 3.896351 0.000000 0.000000
25% 14.690168 0.000000 0.000000
50% 18.432398 0.000000 0.000000
75% 23.465368 0.000000 0.000000
max 39.535816 0.967200 2.000000 PETR4.SA
open low high volume close \
count 3503.000000 3503.000000 3503.000000 3.503000e+03 3503.000000
mean 40.558304 39.931905 41.137541 9.190835e+06 40.528264
std 14.624089 14.450410 14.739988 1.117714e+07 14.607933
min 8.750000 8.600000 9.060000 0.000000e+00 8.600000
25% 30.967500 30.510000 31.425000 3.120200e+06 31.005000
50% 41.000000 40.290001 41.570000 4.918100e+06 40.930000
75% 50.509998 49.900002 51.099998 1.159420e+07 50.424999
max 103.010002 99.699997 103.349998 1.835345e+08 102.320000
adjclose dividends splits
count 3503.000000 3503.000000 3503.000000
mean 31.596306 0.005246 0.000571
std 13.744593 0.074897 0.033792
min 7.356939 0.000000 0.000000
25% 23.487716 0.000000 0.000000
50% 28.694193 0.000000 0.000000
75% 37.801821 0.000000 0.000000
max 102.320000 2.407510 2.000000 VALE3.SA
open low high volume close \
count 3503.000000 3503.000000 3503.000000 3.503000e+03 3503.000000
mean 15.216021 14.919269 15.501801 7.184844e+06 15.198178
std 8.488781 8.377013 8.586957 5.053668e+06 8.484715
min 2.800000 2.740000 2.940000 0.000000e+00 2.740000
25% 8.990000 8.770000 9.180000 4.079050e+06 8.955000
50% 12.400000 12.100000 12.690000 5.906800e+06 12.390000
75% 19.580000 19.210000 19.900001 8.940850e+06 19.519167
max 42.009998 41.825001 43.150002 7.478640e+07 42.185001
adjclose dividends splits
count 3503.000000 3503.000000 3503.000000
mean 10.600504 0.002430 0.001427
std 5.333533 0.038391 0.060911
min 2.273753 0.000000 0.000000
25% 6.954032 0.000000 0.000000
50% 8.978834 0.000000 0.000000
75% 13.860640 0.000000 0.000000
max 38.759998 1.028830 3.000000 CSNA3.SA
open low high volume close \
count 3444.000000 3444.000000 3444.000000 3.444000e+03 3444.000000
mean 10.626689 10.395060 10.843461 7.209047e+06 10.617380
std 6.040825 5.916996 6.146028 7.050753e+06 6.024104
min 2.710000 2.560000 2.930000 0.000000e+00 2.800000
25% 6.858044 6.725561 6.997500 3.010650e+06 6.861771
50% 8.500000 8.305000 8.650000 5.168650e+06 8.500000
75% 11.662500 11.400000 11.940000 8.909100e+06 11.662500
max 33.349998 32.709999 34.250000 8.124280e+07 33.200001
adjclose dividends splits
count 3444.000000 3444.000000 3444.0
mean 10.018938 0.000402 0.0
std 6.085572 0.012025 0.0
min 2.501025 0.000000 0.0
25% 6.182464 0.000000 0.0
50% 7.732455 0.000000 0.0
75% 11.096821 0.000000 0.0
max 32.449677 0.540595 0.0 JBSS3.SA
open low high volume close \
count 3345.000000 3345.000000 3345.000000 3.345000e+03 3345.000000
mean 23.576880 23.380163 23.773816 1.616272e+06 23.576994
std 10.729587 10.387798 11.076459 3.510205e+06 10.731236
min 16.000000 16.000000 16.000000 0.000000e+00 16.000000
25% 16.007999 16.007999 16.007999 0.000000e+00 16.007999
50% 20.010000 20.010000 20.010000 0.000000e+00 20.010000
75% 20.010000 20.010000 20.010000 0.000000e+00 20.010000
max 76.800003 74.940002 78.849998 4.449950e+07 76.879997
adjclose dividends splits
count 3345.000000 3345.000000 3345.000000
mean 22.399299 0.000974 0.000299
std 11.194288 0.017325 0.017290
min 13.760171 0.000000 0.000000
25% 14.714258 0.000000 0.000000
50% 18.720858 0.000000 0.000000
75% 19.289434 0.000000 0.000000
max 76.879997 0.470432 1.000000 SUZB3.SA
open low high volume close \
count 1133.000000 1133.000000 1133.000000 1.133000e+03 1133.000000
mean 85.975153 85.272355 86.522858 8.187852e+05 85.902320
std 17.887395 17.596592 18.137194 1.254870e+06 17.878849
min 56.162392 56.162392 56.162392 0.000000e+00 56.162392
25% 71.290001 70.760002 71.930000 5.950000e+04 71.089996
50% 85.199997 84.500000 85.730003 2.910200e+05 85.209999
75% 100.809998 99.599998 101.500000 1.123722e+06 100.540001
max 124.910004 123.779999 125.959999 1.134384e+07 125.709999
adjclose dividends splits
count 1133.000000 1133.0 1133.0
mean 85.902320 0.0 0.0
std 17.878849 0.0 0.0
min 56.162392 0.0 0.0
25% 71.089996 0.0 0.0
50% 85.209999 0.0 0.0
75% 100.540001 0.0 0.0
max 125.709999 0.0 0.0 BOVV11.SA
open low high volume close \
count 1503.000000 1503.000000 1503.000000 1503.000000 1503.000000
mean 107.027563 106.305960 107.646505 18316.895542 106.977450
std 41.522294 40.968440 42.086472 45559.352754 41.585852
min 53.640079 53.640079 53.640079 0.000000 53.640079
25% 75.774998 75.535000 75.930000 1415.000000 75.815002
50% 91.699997 91.230003 91.730003 5040.000000 91.300003
75% 124.385002 123.430000 124.680000 16215.000000 123.954998
max 225.496277 225.496277 228.149994 901850.000000 225.789993
adjclose dividends splits
count 1503.000000 1503.0 1503.0
mean 106.977450 0.0 0.0
std 41.585852 0.0 0.0
min 53.640079 0.0 0.0
25% 75.815002 0.0 0.0
50% 91.300003 0.0 0.0
75% 123.954998 0.0 0.0
max 225.789993 0.0 0.0 SPXI11.SA
Here there are a couple of things that must be noticed. They are:
Std of the volume is pretty high, meaning that there is pretty much variance. It is valid for all stocks;
Min and Max price of AdjClose are also big. It means that their values increased tremendously;
Looking at the split column, we can see that only SUZB3 was split along with the timespan we are working with;
VALE3 paid the highest dividend in order of 2.407510;
With a mean of 0.002434 we can say CSNA3 pays more dividends on average that the other 4 companies.
Now let's plot some line graphs to observe the variation of the prices over time!
b.2. Checking the variation of the data over time with a line graph¶
In [13]:
fig = px.line(df, x = "date", y = "adjclose",
color = 'symbol',
title = "Stock Prices over Time",
width = 1000, height = 600)
fig.show()
This comparison in terms of absolute price is the first step, but it will be easier to compare when we work with scaled values.
For the Forecasting step, we need to scale each stock separately. But for purpose of variance comparison, we can scale all data together.
In [14]:
df.adjclose.values
Out[14]:
array([ 18.3180809 , 17.76110649, 17.36431503, ..., 223.23483276,
225.41848755, 225.78999329])
In [15]:
scaler = MinMaxScaler()
df_adjclose_scaled = df.copy()
df_adjclose_scaled.adjclose = scaler.fit_transform(df.adjclose.values.reshape(-1, 1))
In [16]:
fig = px.line(df_adjclose_scaled, x = "date",
y = "adjclose", color = 'symbol',
title = "Scaled Stock Prices over Time",
width = 1000, height = 600)
fig.show()
Looking at both graphs we can infer the following:
Among the 5 stocks, VALE3 reached the highest price both in 2008 and also now in 2020/2021;
A big difference is SUZB3. From 2008 until 2018 the company shows a constant price. It means we can't compare the data before 2018 and it may indicate a failure of registration or even that the company wasn't in the stock market until then;
After 2018 SUZB3 shows a strong increase in its value, something from around 19.81 to 74.04, increasing 373.75% in 3 years;
For the other 3 Stocks, we can see that they walk around but did not increase their value at all along all these years;
Another point to see is these 3 Stocks have today similar prices like 2008 when there was a commodity rally. Though 2020 was atypical because of the corona, we can notice a strong increase in their prices. When we compare 2008 and 2020/2021 we can see similar behaviours;
Both indexes increase their values over time but we can clearly notice that S&P500 recovered the prices pre corona and skyrocket to a record level and BOVESPA is still walking around very slowly. It means, we might be seeing an opportunity in the Brazilian market.
b.3. Using the Moving Average to get another view of price variation¶
In order to visualize a less noisy behaviour and variations let's use now moving average. To do so, we need first generate the moving avg for each stock data and then plot it.
In [17]:
fig = make_subplots(rows = 7, cols = 1,
subplot_titles = [f"Comparing {i} with its on moving avg of 10 days." for i in stock_list])
for i in range(1,8):
fig.add_trace(
go.Scatter(x = df[df.symbol == stock_list[i - 1]].date,
y = df[df.symbol == stock_list[i - 1]].adjclose,
mode = 'lines',
name = stock_list[i - 1]),
row = i, col = 1)
fig.add_trace(
go.Scatter(x = df[df.symbol == stock_list[i - 1]].date,
y = df[df.symbol == stock_list[i - 1]].adjclose.rolling(10).mean(),
mode = 'lines',
name = stock_list[i - 1] + " MM"),
row = i, col = 1)
fig.update_layout(width = 1000, height = 3000)
fig.show()
Now we can see the price variation for each stock with less noise. Indeed, without a zoom, it seems that nothing change at all, but plotly give us the possibility of zoom in and when we do it, we notice a much smoother line.
It is especially good when we are observing a peak between 2008 and 2020/2021.
If you have some knowledge of technical analysis, the MA will also be helpful to identify trends and behaviours. Unfortunately, I don't possess, by now, this set of skills, but luckily we can bypass this lack using the ML models.
b.4. Visualization of Volumes over time¶
We must understand the trading volume, the flow, as the market fuel. A large flow, a large volume of trading means that a certain directional movement - bullish, for example - is sustained.
In [18]:
fig = px.line(df, x = "date", y = "volume",
color = 'symbol',
title = "Stock Volumes over Time",
width = 1000, height = 600)
fig.show()
Looking stock by stock, separately, we may conclude the following:
In descending order of volume we have PETR4, VALE3, CSNA3, JBSS3 and SUZB3;
As expected, the ETFs have the lowest volumes;
Though the price is increasing, the volumes are also increasing. It might mean that the investors believe that the companies still at interesting prices;
Independent of the share and the date that it started, there is an increase in volume. We can also notice that this behaviour got stronger and for 2020 and 2021 there is a visible growth of the volumes. It may show that there is really a bullish tendency.
b.5. Daily Return¶
Though investing for the long term is usually recommended, it can be fun to measure your daily gains — or not so much fun to measure your daily losses — especially after a particularly good or bad day for the market. So we can define a winning condition (some % of gain) or a stop loss (also in %).
In [19]:
# Creating the Daily Return feature
return_list = []
for stock in stock_list:
return_list.extend(df[df.symbol == stock].adjclose.pct_change())
df['daily_return'] = np.array(return_list)
In [20]:
fig = px.line(df, x = "date", y = "daily_return",
color = 'symbol',
title = "Daily Return over Time",
width = 1000, height = 600)
fig.show()
Here we can observe the following:
For PETR4 the most part of the fluctuation was within the range of +- 10%;
All the stocks present a strong negative variation in something in March or April. This is the effect of Covid-19;
After this time with huge fluctuation, the behaviour got normal (the range that they had before). It shows that though pandemic is a very noise time for investing, the prices didn't experience strong variation after the first days of the crisis;
This maintenance of behaviour brings confidence for the long term investor as well as for the day-trading because there is some visibility in the price variation.
b.6. Risk Analysis¶
Now we finally can to state which companies are riskier by using the mean and standard deviation of the daily variation.
In [21]:
daily_return_mean = []
daily_return_std = []
for stock in stock_list:
daily_return_mean.append(df[df.symbol == stock].daily_return.mean())
daily_return_std.append(df[df.symbol == stock].daily_return.std())
In [22]:
fig = go.Figure()
fig.add_trace(go.Scatter(x = daily_return_mean,
y = daily_return_std,
mode = "markers+text",
marker = dict(size = 10),
text = stock_list,
textposition='top center'))
fig.update_layout(width = 1000, height=500,
title_text='Risk and Expected return for each company')
fig.update_xaxes(title_text = "Expected Return")
fig.update_yaxes(title_text = "Risk")
fig.show()
Using this graph, we can select and establish some order in which companies bring more return with less risk within. That means we want companies that lay far in the x-axes and have lower values for y-axes. So as we notice, this visualization is very helpful for making decisions. Through the graph we can state the following:
The two index ETFs have low-risk associate and SPXI11 has the most desired profile: lowest risk and the second-highest expected return;
PETR4 doesn't seem a good choice at all. High Risk and lowest expected return isn't a good fit for the portfolio;
VALE3 was the highest-priced stock in the 2008 rally, it is also the highest 2021, we find it with an interesting position with intermediate values both for expected return and for risk;
SUZB3 the second-highest priced stock has both the low expected return and low risk. So it could be a safe paper to have in the portfolio;
CSNA3 has also both, the highest expected return and the highest risk. It is still interesting to have in the portfolio, once we want to balance SUZB3.
Of these 5 companies we should consider, in a real live portfolio, if we want to keep PETR4 and JBSS3. But as we want to create a portfolio for a possible commodity rally, JBSS3 can be easily considered. The only PETR4 due to its low expected return and high risk haven't an interesting profile for the future.
b.7. Correlactions¶
As all the companies are commodity-based, it might be very interesting to investigate how they are correlated. Let's plot it.
In [23]:
df.head()
Out[23]:
| symbol | date | open | low | high | volume | close | adjclose | dividends | splits | daily_return | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | PETR4.SA | 2007-01-02 | 25.00 | 24.879999 | 25.225000 | 10244800.0 | 25.160 | 18.318081 | 0.225 | 0.0 | NaN |
| 1 | PETR4.SA | 2007-01-03 | 25.08 | 24.004999 | 25.200001 | 19898600.0 | 24.395 | 17.761106 | 0.000 | 0.0 | -0.030406 |
| 2 | PETR4.SA | 2007-01-04 | 24.25 | 23.700001 | 24.375000 | 21060200.0 | 23.850 | 17.364315 | 0.000 | 0.0 | -0.022340 |
| 3 | PETR4.SA | 2007-01-05 | 23.60 | 22.549999 | 23.995001 | 24864000.0 | 23.125 | 16.836473 | 0.000 | 0.0 | -0.030398 |
| 4 | PETR4.SA | 2007-01-08 | 23.25 | 22.900000 | 23.570000 | 19440200.0 | 23.395 | 17.033047 | 0.000 | 0.0 | 0.011675 |
In [24]:
# Creating a dataframe only with the close prices and companiys
df.index = df.date
df_corr = pd.DataFrame(index = df[df.symbol == "PETR4.SA"].date)
for stock in stock_list:
df_corr = pd.merge(df_corr, df[df.symbol == stock].adjclose, on = "date", how = "left")
df.reset_index(drop = True, inplace = True)
df_corr.columns = stock_list
df_corr
Out[24]:
| PETR4.SA | VALE3.SA | CSNA3.SA | JBSS3.SA | SUZB3.SA | BOVV11.SA | SPXI11.SA | |
|---|---|---|---|---|---|---|---|
| date | |||||||
| 2007-01-02 | 18.318081 | 20.498367 | 6.011413 | NaN | NaN | NaN | NaN |
| 2007-01-03 | 17.761106 | 19.495386 | 5.818880 | NaN | NaN | NaN | NaN |
| 2007-01-04 | 17.364315 | 19.181955 | 5.684747 | NaN | NaN | NaN | NaN |
| 2007-01-05 | 16.836473 | 18.367035 | 5.520500 | NaN | NaN | NaN | NaN |
| 2007-01-08 | 17.033047 | 19.056581 | 5.619049 | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 2021-02-22 | 21.670000 | 95.349998 | 35.779999 | 25.540001 | 76.879997 | 113.187019 | 223.377655 |
| 2021-02-23 | 24.059999 | 96.949997 | 35.619999 | 25.620001 | 76.610001 | 115.762329 | 223.234833 |
| 2021-02-24 | 24.400000 | 97.930000 | 37.150002 | 26.270000 | 75.760002 | 116.204247 | 225.418488 |
| 2021-02-25 | 23.190001 | 95.709999 | 34.750000 | 25.879999 | 74.110001 | NaN | NaN |
| 2021-02-26 | 22.240000 | 94.519997 | 32.869999 | 25.820000 | 73.169998 | 110.239998 | 225.789993 |
3503 rows × 7 columns
In [25]:
fig = go.Figure(
go.Heatmap(x = stock_list, y = stock_list,
z = df_corr.corr().values,
colorscale = 'blues')
)
fig.update_layout(title = "Companies Ajusted Close Price Correlation",
width = 1000, height = 600)
fig.show()
Now let's extract some meaning of this correlations.
PETR4 and BOVV11 are highly correlated. It is expected because Petrobras is one of the biggest Brazilian companies, so it has a heavyweight on BOVV11;
VALE3 and SPXI11 are also pretty correlated (0.88). It is very interesting to see how the Brazilian and American market are connected through iron ore performance;
CSNA3 also has an interesting correlation with SPXI11 (0.78). As it is a steel producer, I expected to see a stronger correlation with VALE3, but the value was just about 0.65. It seems that it is more correlated with oil by PETR4 (0.76) than with steel;
JBSS3 has its highest correlation with IBOVV11. It shows how Agribusiness play a strong role in the Brazilian economy;
SUZB3 is also very correlated with SPXI11. It shows also how this kind of business is dependent on dollar.
Here we finish the exploration part and let's move forward to modelling part!
c. Data Preparation¶
A point that must come to light is: this project aims to improve skills on SageMaker and not to build a prediction for each stock. Hence the use of the algorithms is the same regardless of the stock, I would need to train 5 to 7 models spending SageMaker Resources at a cost of repetitions that don't improve any skill on AWS.
Therefore, once that we investigated the stocks and saw that VALE3 brings an interesting combination of expected return and risk, for the rest of this project, I will work only with this company.
c.1. Train-Test Split¶
In the rest of this project, we will a bigger amount of data to train (training set) our model and the last 28 days to test it (test set).
As the main goal is to be able to predict the stock price behaviour for the next 28 days (4 weeks), the point is to decide how far in the past should we look. For a first try, let's work with a start data as 02 January of 2018.
We will have a little bit more than 3 years of data and will try to predict almost 30 days. This should be enough and it will not imply higher training times, meaning lower costs.
For the convenience of the latter steps, let's scale the adjclose for VALE3 now. So latter we can have better efficiency in the models as well as compare the prices in a relative way, which makes the performance easier to visualize!
In [26]:
scaler = MinMaxScaler()
index = df[df.symbol == "VALE3.SA"].index
df.loc[index, "adjclose"] = scaler.fit_transform(df.loc[index].adjclose.values.reshape(-1, 1))
df.loc[index]
Out[26]:
| symbol | date | open | low | high | volume | close | adjclose | dividends | splits | daily_return | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3503 | VALE3.SA | 2007-01-02 | 31.850000 | 31.850000 | 32.700001 | 739800.0 | 32.700001 | 0.138385 | 0.0 | 0.0 | NaN |
| 3504 | VALE3.SA | 2007-01-03 | 32.255001 | 30.795000 | 32.400002 | 4913000.0 | 31.100000 | 0.127823 | 0.0 | 0.0 | -0.048930 |
| 3505 | VALE3.SA | 2007-01-04 | 31.000000 | 30.150000 | 31.250000 | 2638600.0 | 30.600000 | 0.124522 | 0.0 | 0.0 | -0.016077 |
| 3506 | VALE3.SA | 2007-01-05 | 30.540001 | 29.100000 | 30.594999 | 3246000.0 | 29.299999 | 0.115941 | 0.0 | 0.0 | -0.042484 |
| 3507 | VALE3.SA | 2007-01-08 | 29.500000 | 29.500000 | 30.400000 | 2050600.0 | 30.400000 | 0.123202 | 0.0 | 0.0 | 0.037543 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 7001 | VALE3.SA | 2021-02-22 | 96.500000 | 94.040001 | 98.519997 | 50160600.0 | 95.349998 | 0.926603 | 0.0 | 0.0 | -0.024752 |
| 7002 | VALE3.SA | 2021-02-23 | 96.589996 | 93.320000 | 97.349998 | 35756200.0 | 96.949997 | 0.943452 | 0.0 | 0.0 | 0.016780 |
| 7003 | VALE3.SA | 2021-02-24 | 97.129997 | 95.860001 | 98.209999 | 21856100.0 | 97.930000 | 0.953772 | 0.0 | 0.0 | 0.010108 |
| 7004 | VALE3.SA | 2021-02-25 | 98.699997 | 95.019997 | 98.949997 | 24471000.0 | 95.709999 | 0.930394 | 0.0 | 0.0 | -0.022669 |
| 7005 | VALE3.SA | 2021-02-26 | 96.550003 | 94.019997 | 97.699997 | 42856000.0 | 94.519997 | 0.917863 | 0.0 | 0.0 | -0.012433 |
3503 rows × 11 columns
In [27]:
df.shape
Out[27]:
(19934, 11)
In [28]:
# Spliting the data into train and test
def split_data(df, company_list, prediction_leght, startdate = '2018-01-02'):
"""
Receive a dataframe with one company or more, as well as a company list and split the data into train and test
by the date given as input for each company.
Inputs:
- df: a dataframe containing at least timestamps and the target columns
- company_list: a list of company present in the df. They will be splited and formated
- prediction length: the number of timestamps that should be separeted as test data
- start_date: is the start of our dataset. Default is the startdate for BOVV11
Returns:
2 dictionaries containing the train and test datasets for each company. The datasets contain just
the date column as well as the adjclose (target) column.
"""
startdate = datetime.datetime.strptime(startdate, '%Y-%m-%d').date()
train = {}
test = {}
for company in company_list:
train[company] = df[(df.symbol == company) & (df.date > startdate)][:-prediction_length][["date", "adjclose"]]
test[company] = df[(df.symbol == company) & (df.date > startdate)][-prediction_leght:][["date", "adjclose"]]
return train, test
In [47]:
# Defining the timespan to make it efficient and easier for the future
timespan = 28
# Spliting the data
train, test = split_data(df, stock_list, prediction_length)
In [48]:
train
Out[48]:
{'PETR4.SA': date adjclose
2729 2018-01-03 15.492632
2730 2018-01-04 15.520462
2731 2018-01-05 15.613233
2732 2018-01-08 15.798772
2733 2018-01-09 15.798772
... ... ...
3470 2021-01-07 31.000000
3471 2021-01-08 31.120001
3472 2021-01-11 30.860001
3473 2021-01-12 30.629999
3474 2021-01-13 29.150000
[746 rows x 2 columns],
'VALE3.SA': date adjclose
6232 2018-01-03 0.314983
6233 2018-01-04 0.316591
6234 2018-01-05 0.322743
6235 2018-01-08 0.331638
6236 2018-01-09 0.330124
... ... ...
6973 2021-01-07 1.000000
6974 2021-01-08 0.996630
6975 2021-01-11 0.996420
6976 2021-01-12 0.967040
6977 2021-01-13 0.935765
[746 rows x 2 columns],
'CSNA3.SA': date adjclose
9735 2018-01-03 7.468530
9736 2018-01-04 7.700885
9737 2018-01-05 7.875151
9738 2018-01-08 8.256875
9739 2018-01-09 8.480933
... ... ...
10476 2021-01-07 38.529999
10477 2021-01-08 38.759998
10478 2021-01-11 37.910000
10479 2021-01-12 38.080002
10480 2021-01-13 36.250000
[746 rows x 2 columns],
'JBSS3.SA': date adjclose
13179 2018-01-03 9.603997
13180 2018-01-04 9.623439
13181 2018-01-05 9.701203
13182 2018-01-08 9.720645
13183 2018-01-09 9.390143
... ... ...
13920 2021-01-07 23.830000
13921 2021-01-08 24.400000
13922 2021-01-11 24.250000
13923 2021-01-12 24.629999
13924 2021-01-13 24.860001
[746 rows x 2 columns],
'SUZB3.SA': date adjclose
16524 2018-01-03 18.161526
16525 2018-01-04 18.210217
16526 2018-01-05 18.161526
16527 2018-01-08 18.599739
16528 2018-01-09 18.794498
... ... ...
17265 2021-01-07 62.490002
17266 2021-01-08 62.779999
17267 2021-01-11 61.310001
17268 2021-01-12 61.230000
17269 2021-01-13 60.000000
[746 rows x 2 columns],
'BOVV11.SA': date adjclose
17658 2018-01-03 78.199997
17659 2018-01-04 78.779999
17660 2018-01-05 79.199997
17661 2018-01-08 79.589996
17662 2018-01-09 79.080002
... ... ...
18398 2021-01-06 119.830002
18399 2021-01-07 123.400002
18400 2021-01-08 125.709999
18401 2021-01-11 123.690002
18402 2021-01-12 124.750000
[745 rows x 2 columns],
'SPXI11.SA': date adjclose
19161 2018-01-03 90.389999
19162 2018-01-04 90.550003
19163 2018-01-05 90.940002
19164 2018-01-08 91.570000
19165 2018-01-09 92.239998
... ... ...
19901 2021-01-06 210.279999
19902 2021-01-07 217.320007
19903 2021-01-08 219.419998
19904 2021-01-11 221.380005
19905 2021-01-12 213.940002
[745 rows x 2 columns]}
In [49]:
test
Out[49]:
{'PETR4.SA': date adjclose
3475 2021-01-14 29.450001
3476 2021-01-15 28.120001
3477 2021-01-18 28.070000
3478 2021-01-19 28.690001
3479 2021-01-20 28.209999
3480 2021-01-21 27.549999
3481 2021-01-22 27.090000
3482 2021-01-26 27.000000
3483 2021-01-27 27.400000
3484 2021-01-28 27.760000
3485 2021-01-29 26.690001
3486 2021-02-01 27.530001
3487 2021-02-02 28.660000
3488 2021-02-03 28.940001
3489 2021-02-04 28.820000
3490 2021-02-05 28.840000
3491 2021-02-08 28.110001
3492 2021-02-09 27.540001
3493 2021-02-10 27.799999
3494 2021-02-11 28.080000
3495 2021-02-12 28.440001
3496 2021-02-18 29.270000
3497 2021-02-19 27.330000
3498 2021-02-22 21.670000
3499 2021-02-23 24.059999
3500 2021-02-24 24.400000
3501 2021-02-25 23.190001
3502 2021-02-26 22.240000,
'VALE3.SA': date adjclose
6978 2021-01-14 0.952403
6979 2021-01-15 0.907648
6980 2021-01-18 0.915651
6981 2021-01-19 0.913019
6982 2021-01-20 0.894696
6983 2021-01-21 0.905648
6984 2021-01-22 0.903647
6985 2021-01-26 0.888694
6986 2021-01-27 0.861841
6987 2021-01-28 0.881849
6988 2021-01-29 0.848678
6989 2021-02-01 0.883639
6990 2021-02-02 0.845624
6991 2021-02-03 0.874793
6992 2021-02-04 0.862789
6993 2021-02-05 0.898592
6994 2021-02-08 0.912492
6995 2021-02-09 0.915020
6996 2021-02-10 0.919758
6997 2021-02-11 0.902910
6998 2021-02-12 0.911229
6999 2021-02-18 0.948190
7000 2021-02-19 0.952087
7001 2021-02-22 0.926603
7002 2021-02-23 0.943452
7003 2021-02-24 0.953772
7004 2021-02-25 0.930394
7005 2021-02-26 0.917863,
'CSNA3.SA': date adjclose
10481 2021-01-14 37.389999
10482 2021-01-15 34.360001
10483 2021-01-18 35.040001
10484 2021-01-19 33.040001
10485 2021-01-20 33.099998
10486 2021-01-21 33.419998
10487 2021-01-22 33.980000
10488 2021-01-26 33.000000
10489 2021-01-27 32.119999
10490 2021-01-28 33.139999
10491 2021-01-29 30.400000
10492 2021-02-01 31.690001
10493 2021-02-02 30.600000
10494 2021-02-03 31.180000
10495 2021-02-04 31.100000
10496 2021-02-05 33.389999
10497 2021-02-08 34.610001
10498 2021-02-09 35.450001
10499 2021-02-10 34.389999
10500 2021-02-11 33.020000
10501 2021-02-12 32.830002
10502 2021-02-18 34.160000
10503 2021-02-19 35.259998
10504 2021-02-22 35.779999
10505 2021-02-23 35.619999
10506 2021-02-24 37.150002
10507 2021-02-25 34.750000
10508 2021-02-26 32.869999,
'JBSS3.SA': date adjclose
13925 2021-01-14 24.559999
13926 2021-01-15 24.420000
13927 2021-01-18 24.250000
13928 2021-01-19 24.469999
13929 2021-01-20 24.750000
13930 2021-01-21 24.469999
13931 2021-01-22 24.510000
13932 2021-01-26 24.139999
13933 2021-01-27 23.850000
13934 2021-01-28 24.299999
13935 2021-01-29 24.180000
13936 2021-02-01 24.230000
13937 2021-02-02 24.520000
13938 2021-02-03 24.830000
13939 2021-02-04 25.100000
13940 2021-02-05 25.150000
13941 2021-02-08 25.600000
13942 2021-02-09 25.660000
13943 2021-02-10 25.450001
13944 2021-02-11 26.480000
13945 2021-02-12 26.830000
13946 2021-02-18 27.070000
13947 2021-02-19 26.520000
13948 2021-02-22 25.540001
13949 2021-02-23 25.620001
13950 2021-02-24 26.270000
13951 2021-02-25 25.879999
13952 2021-02-26 25.820000,
'SUZB3.SA': date adjclose
17270 2021-01-14 59.660000
17271 2021-01-15 61.150002
17272 2021-01-18 63.290001
17273 2021-01-19 65.209999
17274 2021-01-20 65.900002
17275 2021-01-21 65.430000
17276 2021-01-22 64.360001
17277 2021-01-26 66.199997
17278 2021-01-27 62.250000
17279 2021-01-28 62.930000
17280 2021-01-29 62.049999
17281 2021-02-01 64.230003
17282 2021-02-02 63.080002
17283 2021-02-03 63.849998
17284 2021-02-04 64.660004
17285 2021-02-05 66.500000
17286 2021-02-08 65.970001
17287 2021-02-09 66.699997
17288 2021-02-10 68.199997
17289 2021-02-11 70.660004
17290 2021-02-12 70.720001
17291 2021-02-18 74.040001
17292 2021-02-19 75.029999
17293 2021-02-22 76.879997
17294 2021-02-23 76.610001
17295 2021-02-24 75.760002
17296 2021-02-25 74.110001
17297 2021-02-26 73.169998,
'BOVV11.SA': date adjclose
18403 2021-01-13 122.709999
18404 2021-01-14 124.000000
18405 2021-01-15 120.839996
18406 2021-01-18 121.879997
18407 2021-01-19 121.059998
18408 2021-01-20 120.360001
18409 2021-01-21 118.809998
18410 2021-01-22 117.930000
18411 2021-01-26 117.050003
18412 2021-01-27 116.440002
18413 2021-01-28 119.540001
18414 2021-01-29 115.449997
18415 2021-02-01 117.989998
18416 2021-02-02 118.860001
18417 2021-02-03 120.339996
18418 2021-02-04 119.639999
18419 2021-02-05 120.800003
18420 2021-02-08 120.260002
18421 2021-02-09 119.980003
18422 2021-02-10 118.949997
18423 2021-02-11 119.900002
18424 2021-02-12 120.160004
18425 2021-02-18 119.749474
18426 2021-02-19 118.977364
18427 2021-02-22 113.187019
18428 2021-02-23 115.762329
18429 2021-02-24 116.204247
18430 2021-02-26 110.239998,
'SPXI11.SA': date adjclose
19906 2021-01-13 213.750000
19907 2021-01-14 209.080002
19908 2021-01-15 211.339996
19909 2021-01-18 220.000000
19910 2021-01-19 215.380005
19911 2021-01-20 216.380005
19912 2021-01-21 218.619995
19913 2021-01-22 222.320007
19914 2021-01-26 218.550003
19915 2021-01-27 214.279999
19916 2021-01-28 218.289993
19917 2021-01-29 214.979996
19918 2021-02-01 217.039993
19919 2021-02-02 217.279999
19920 2021-02-03 217.979996
19921 2021-02-04 222.990005
19922 2021-02-05 221.649994
19923 2021-02-08 222.320007
19924 2021-02-09 223.380005
19925 2021-02-10 223.179993
19926 2021-02-11 223.229996
19927 2021-02-12 224.539993
19928 2021-02-18 225.496277
19929 2021-02-19 223.814362
19930 2021-02-22 223.377655
19931 2021-02-23 223.234833
19932 2021-02-24 225.418488
19933 2021-02-26 225.789993}
c.2. Upload to S3¶
In order to train model in sagemaker, we need first to upload the data to S3 on AWS.
In [32]:
# Saving the train and test data on data folder
for stock in stock_list:
train[stock].to_csv("./data/train_{}.csv".format(stock[:4].lower()), index = False)
test[stock].to_csv("./data/test_{}.csv".format(stock[:4].lower()), index = False)
In [33]:
# Importing general aws session configuration
import boto3
import sagemaker
from sagemaker import get_execution_role
session = sagemaker.Session()
role = get_execution_role()
bucket = session.default_bucket()
Since we will only work with VALE3 and following the principle in a cloud service we pay as we use, let's upload just the data from VALE to S3.
In this case, it won't be critical, but as it is a good practice, let's follow it!
In [37]:
# Creating specific configuration
prefix = "capstone-project"
data_dir = "./data"
paths = {}
# Addressing the data on the disc
train_key = os.path.join(data_dir, "train_{}.csv".format("vale"))
test_key = os.path.join(data_dir, "test_{}.csv".format("vale"))
# Path where the files will be saved
train_prefix = "{}/{}".format(prefix, "train_{}".format("vale"))
test_prefix = "{}/{}".format(prefix, "test_{}".format("vale"))
# Uploading to S3
paths["train"] = session.upload_data(train_key, bucket = bucket, key_prefix = train_prefix)
paths["test"] = session.upload_data(test_key, bucket = bucket, key_prefix = test_prefix)
In [38]:
paths["train"]
Out[38]:
's3://sagemaker-us-east-1-623009174020/capstone-project/train_vale/train_vale.csv'
In [39]:
paths["test"]
Out[39]:
's3://sagemaker-us-east-1-623009174020/capstone-project/test_vale/test_vale.csv'
d. Model Building¶
In this phase, we are going to build three models and compare them in the task of predicting stock prices.
The timespan that we are interested in is one month (4 weeks) and as mentioned before, for each model we are going to compare RMSE and MAE. We will also visualize the quality of the predictions by using a line graph with the prediction and real values for the last 28 days.
d.1. Random Fores Regressor - Baseline¶
To start our model development task, it is a great practice to have a baseline model, so we can compare further models and improvements with and pretty basic. It is a simple and efficient method to check if we are making some progress or no.
Since Random Forests are no properly designed for Timeseries Forecasting, let's create a second time-based feature so we can feed the data into the algorithm. We may work with lags to create a very simple model and if it works well enough to be the baseline, so for now work with lags will be enough!
For this task we will create 3 types of basic features, they are:
- Differentiation of the next row
- Lag from the original target
- Moving Average
In [40]:
from sklearn.ensemble import RandomForestRegressor
In [41]:
# Let's concatanete the train and test dataframes to do just one feature engineering process
df_rf = pd.concat([train["VALE3.SA"], test["VALE3.SA"]])
df_rf.index = df_rf.date
df_rf = df_rf.drop("date", axis = 1)
df_rf.head()
Out[41]:
| adjclose | |
|---|---|
| date | |
| 2018-01-03 | 0.314983 |
| 2018-01-04 | 0.316591 |
| 2018-01-05 | 0.322743 |
| 2018-01-08 | 0.331638 |
| 2018-01-09 | 0.330124 |
Now let's develop the features
In [42]:
# Applying the diff to the data
df_rf["adj_close_diff"] = df_rf.diff()
# Creating 10 lags for starting
for i in range (5, 0, -1):
df_rf['t-' + str(i)] = df_rf.adjclose.shift(i)
# Moving Avg of 2 weeks
df_rf["rolling"] = df_rf.adjclose.rolling(window = 14).mean()
df_rf.dropna(inplace = True)
df_rf.head()
Out[42]:
| adjclose | adj_close_diff | t-5 | t-4 | t-3 | t-2 | t-1 | rolling | |
|---|---|---|---|---|---|---|---|---|
| date | ||||||||
| 2018-01-22 | 0.326150 | -0.002177 | 0.333910 | 0.322837 | 0.330881 | 0.328137 | 0.328326 | 0.326981 |
| 2018-01-23 | 0.309872 | -0.016277 | 0.322837 | 0.330881 | 0.328137 | 0.328326 | 0.326150 | 0.326616 |
| 2018-01-24 | 0.317916 | 0.008044 | 0.330881 | 0.328137 | 0.328326 | 0.326150 | 0.309872 | 0.326711 |
| 2018-01-25 | 0.317916 | 0.000000 | 0.328137 | 0.328326 | 0.326150 | 0.309872 | 0.317916 | 0.326366 |
| 2018-01-26 | 0.314604 | -0.003312 | 0.328326 | 0.326150 | 0.309872 | 0.317916 | 0.317916 | 0.325149 |
Now we have a dataframe to work with, we can feed it into a basic random forest regressor! But first, let's split the data into train and test.
In [50]:
X_train_rf = df_rf.iloc[:-timespan].drop("adjclose", axis = 1)
y_train_rf = df_rf.iloc[:-timespan].adjclose
X_test_rf = df_rf.iloc[-timespan:].drop("adjclose", axis = 1)
y_test_rf = df_rf.iloc[-timespan:].adjclose
In [51]:
# Checking
X_train_rf.shape, X_test_rf.shape, y_train_rf.shape, y_test_rf.shape
Out[51]:
((733, 7), (28, 7), (733,), (28,))
In [52]:
# Instanciating a Regressor and Training
regressor_rf = RandomForestRegressor(n_estimators = 1000)
# Training
regressor_rf.fit(X_train_rf, y_train_rf)
Out[52]:
RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mse',
max_depth=None, max_features='auto', max_leaf_nodes=None,
max_samples=None, min_impurity_decrease=0.0,
min_impurity_split=None, min_samples_leaf=1,
min_samples_split=2, min_weight_fraction_leaf=0.0,
n_estimators=1000, n_jobs=None, oob_score=False,
random_state=None, verbose=0, warm_start=False)
In [53]:
prediction_rf = regressor_rf.predict(X_test_rf)
Now that we have the predictions, let's transform it back to its not scaled form.
In [59]:
prediction_rf = scaler.inverse_transform(prediction_rf.reshape(1, -1))
y_test_rf = scaler.inverse_transform(y_test_rf.values.reshape(1, -1))
In [65]:
# RMSE
np.sqrt(mean_squared_error(y_test_rf, prediction_rf))
Out[65]:
4.777129170785977
In [66]:
# MAE
mean_absolute_error(y_test_rf, prediction_rf)
Out[66]:
4.2539824849286
Now that we have a RMSE of 4.777129170785977 and a MAE of 4.2539824849286, we have some reference values to work with.
So, let's visualize this bahaviour in a line graph.
In [95]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
mode = 'lines',
name = 'Real Price')
trace2 = go.Scatter(x = X_test_rf.index, y = prediction_rf[0],
mode = "lines",
name = "Predicted Price")
layout = go.Layout(title = "Real Price vs Predicted Price using Random Forest Regressor",
width = 1000, height = 600)
fig = go.Figure(data = [trace1, trace2], layout = layout)
fig.show()
Now, with a visualization we see how good the model was predicting the stock price behaviour. That is already a great guidence for making investments in along 2021.
Now we can move forward to DeepAR algorithm.
d.2. AWS DeepAR¶
The Amazon SageMaker DeepAR forecasting algorithm is a supervised learning algorithm for forecasting scalar (one-dimensional) time series using recurrent neural networks (RNN).
Convert to JSON¶
According to the DeepAR documentation, DeepAR expects to see input training data in a JSON format, with the following fields:
- start: A string that defines the starting date of the time series, with the format 'YYYY-MM-DD HH:MM:SS'.
- target: An array of numerical values that represent the time series.
- cat (optional): A numerical array of categorical features that can be used to encode the groups that the record belongs to. This is useful for finding models per class of item, such as in retail sales, where you might have {'shoes', 'jackets', 'pants'} encoded as categories {0, 1, 2}.
The input data should be formatted with one time series per line in a JSON file. Each line looks a bit like a dictionary, for example:
{"start":'2007-01-01 00:00:00', "target": [2.54, 6.3, ...], "cat": [1]}
{"start": "2012-01-30 00:00:00", "target": [1.0, -5.0, ...], "cat": [0]}So let's first convert the VALE3 to this format and upload it separatly to S3.
In [96]:
# Converting the data
def convert_to_json(df):
'''Returns a dictionary of values in DeepAR, JSON format.
:param ts: A single time series.
:return: A dictionary of values with "start" and "target" keys.
'''
# get start time and target from the time series, ts
json_obj = {"start": str(df.date.min().strftime("%Y-%m-%d") + " 00:00:00"),
"target": list(df.adjclose)}
return json_obj
In [97]:
# Now let's save the data for VALE3 localy so we can upload it to S3.
def save_json_dataset(df, filename):
with open(filename, 'wb') as f:
# for each of our times series, there is one JSON line
#for ts in df:
json_line = json.dumps(convert_to_json(df)) + '\n'
json_line = json_line.encode('utf-8')
f.write(json_line)
print(filename + ' saved.')
In [98]:
save_json_dataset(train["VALE3.SA"], "./data/train_vale.json")
save_json_dataset(test["VALE3.SA"], "./data/test_vale.json")
./data/train_vale.json saved. ./data/test_vale.json saved.
Now that we have the data saved, we can upload it to S3.
In [99]:
train_json_key = os.path.join(data_dir, "train_vale.json")
test_json_key = os.path.join(data_dir, "test_vale.json")
train_json_prefix = "{}/{}".format(prefix, "train_vale_json")
test_json_prefix = "{}/{}".format(prefix, "test_vale_json")
path_train_vale_json = session.upload_data(train_json_key,
bucket = bucket,
key_prefix = train_json_prefix)
path_test_vale_json = session.upload_data(test_json_key,
bucket = bucket,
key_prefix = test_json_prefix)
In [100]:
# Getting the image uri that points to the DeepAR container for this region.
from sagemaker import image_uris
deepar_image = image_uris.retrieve("forecasting-deepar", region = boto3.Session().region_name)
In [103]:
# Setting up the output path
output_path = "s3://{}/{}/output".format(bucket, prefix)
# Instatiating the model
regressor_deepar = sagemaker.estimator.Estimator(image_uri = deepar_image,
role = role,
instance_count = 1,
instance_type = "ml.c4.4xlarge",
output_path = output_path,
sagemaker_session = session)
In [104]:
# Hyperparamenters
freq = 'D'
prediction_length = timespan # Four weeks
context_length = train["VALE3.SA"].shape[0] - prediction_length
hyperparameters = {
"epochs": str(50),
"time_freq": freq,
"prediction_length": str(prediction_length),
"context_length": str(context_length),
"num_cells": "50",
"num_layers": "2",
"mini_batch_size": "128",
"learning_rate": "0.001",
"early_stopping_patience": "10"
}
In [105]:
regressor_deepar.set_hyperparameters(**hyperparameters)
Now let's train the model. By default, it uses the RMSE as performance metric.
In [107]:
%%time
# train and test channels
data_channels = {
"train": path_train_vale_json,
"test": path_test_vale_json}
# fit the estimator
regressor_deepar.fit(inputs=data_channels)
2021-02-28 12:53:16 Starting - Starting the training job... 2021-02-28 12:53:41 Starting - Launching requested ML instancesProfilerReport-1614516796: InProgress ......... 2021-02-28 12:55:03 Starting - Preparing the instances for training...... 2021-02-28 12:56:03 Downloading - Downloading input data... 2021-02-28 12:56:44 Training - Training image download completed. Training in progress..Arguments: train [02/28/2021 12:56:46 INFO 140707482310464] Reading default configuration from /opt/amazon/lib/python2.7/site-packages/algorithm/resources/default-input.json: {u'num_dynamic_feat': u'auto', u'dropout_rate': u'0.10', u'mini_batch_size': u'128', u'test_quantiles': u'[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]', u'_tuning_objective_metric': u'', u'_num_gpus': u'auto', u'num_eval_samples': u'100', u'learning_rate': u'0.001', u'num_cells': u'40', u'num_layers': u'2', u'embedding_dimension': u'10', u'_kvstore': u'auto', u'_num_kv_servers': u'auto', u'cardinality': u'auto', u'likelihood': u'student-t', u'early_stopping_patience': u''} [02/28/2021 12:56:46 INFO 140707482310464] Reading provided configuration from /opt/ml/input/config/hyperparameters.json: {u'learning_rate': u'0.001', u'num_cells': u'50', u'prediction_length': u'28', u'epochs': u'50', u'time_freq': u'D', u'context_length': u'718', u'num_layers': u'2', u'mini_batch_size': u'128', u'early_stopping_patience': u'10'} [02/28/2021 12:56:46 INFO 140707482310464] Final configuration: {u'dropout_rate': u'0.10', u'test_quantiles': u'[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]', u'_tuning_objective_metric': u'', u'num_eval_samples': u'100', u'learning_rate': u'0.001', u'num_layers': u'2', u'epochs': u'50', u'embedding_dimension': u'10', u'num_cells': u'50', u'_num_kv_servers': u'auto', u'mini_batch_size': u'128', u'likelihood': u'student-t', u'num_dynamic_feat': u'auto', u'cardinality': u'auto', u'_num_gpus': u'auto', u'prediction_length': u'28', u'time_freq': u'D', u'context_length': u'718', u'_kvstore': u'auto', u'early_stopping_patience': u'10'} Process 1 is a worker. [02/28/2021 12:56:46 INFO 140707482310464] Detected entry point for worker worker [02/28/2021 12:56:46 INFO 140707482310464] Using early stopping with patience 10 [02/28/2021 12:56:46 WARNING 140707482310464] `context_length > 500`. It may be better to reduce the context_length. Consider aggregating the data to a larger frequency (e.g. instead of hours use days) [02/28/2021 12:56:46 INFO 140707482310464] [cardinality=auto] `cat` field was NOT found in the file `/opt/ml/input/data/train/train_vale.json` and will NOT be used for training. [02/28/2021 12:56:46 INFO 140707482310464] [num_dynamic_feat=auto] `dynamic_feat` field was NOT found in the file `/opt/ml/input/data/train/train_vale.json` and will NOT be used for training. [02/28/2021 12:56:46 INFO 140707482310464] Training set statistics: [02/28/2021 12:56:46 INFO 140707482310464] Real time series [02/28/2021 12:56:46 INFO 140707482310464] number of time series: 1 [02/28/2021 12:56:46 INFO 140707482310464] number of observations: 746 [02/28/2021 12:56:46 INFO 140707482310464] mean target length: 746 [02/28/2021 12:56:46 INFO 140707482310464] min/mean/max target: 0.267206966877/0.446550139154/1.0 [02/28/2021 12:56:46 INFO 140707482310464] mean abs(target): 0.446550139154 [02/28/2021 12:56:46 INFO 140707482310464] contains missing values: no [02/28/2021 12:56:46 INFO 140707482310464] Small number of time series. Doing 1280 passes over dataset with prob 1.0 per epoch. [02/28/2021 12:56:46 INFO 140707482310464] Test set statistics: [02/28/2021 12:56:46 INFO 140707482310464] Real time series [02/28/2021 12:56:46 INFO 140707482310464] number of time series: 1 [02/28/2021 12:56:46 INFO 140707482310464] number of observations: 28 [02/28/2021 12:56:46 INFO 140707482310464] mean target length: 28 [02/28/2021 12:56:46 INFO 140707482310464] min/mean/max target: 0.84562420845/0.906177725111/0.953771531582 [02/28/2021 12:56:46 INFO 140707482310464] mean abs(target): 0.906177725111 [02/28/2021 12:56:46 INFO 140707482310464] contains missing values: no [02/28/2021 12:56:46 INFO 140707482310464] nvidia-smi took: 0.0251228809357 secs to identify 0 gpus [02/28/2021 12:56:46 INFO 140707482310464] Number of GPUs being used: 0 [02/28/2021 12:56:46 INFO 140707482310464] Create Store: local #metrics {"Metrics": {"get_graph.time": {"count": 1, "max": 27951.8620967865, "sum": 27951.8620967865, "min": 27951.8620967865}}, "EndTime": 1614517034.400869, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517006.448247} [02/28/2021 12:57:14 INFO 140707482310464] Number of GPUs being used: 0 #metrics {"Metrics": {"initialize.time": {"count": 1, "max": 31360.23712158203, "sum": 31360.23712158203, "min": 31360.23712158203}}, "EndTime": 1614517037.808586, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517034.400955} [02/28/2021 12:57:20 INFO 140707482310464] Epoch[0] Batch[0] avg_epoch_loss=0.098411 [02/28/2021 12:57:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=0, batch=0 train loss <loss>=0.0984107106924 [02/28/2021 12:57:27 INFO 140707482310464] Epoch[0] Batch[5] avg_epoch_loss=-0.201395 [02/28/2021 12:57:27 INFO 140707482310464] #quality_metric: host=algo-1, epoch=0, batch=5 train loss <loss>=-0.20139516145 [02/28/2021 12:57:27 INFO 140707482310464] Epoch[0] Batch [5]#011Speed: 88.26 samples/sec#011loss=-0.201395 [02/28/2021 12:57:33 INFO 140707482310464] processed a total of 1275 examples #metrics {"Metrics": {"epochs": {"count": 1, "max": 50, "sum": 50.0, "min": 50}, "update.time": {"count": 1, "max": 15443.093061447144, "sum": 15443.093061447144, "min": 15443.093061447144}}, "EndTime": 1614517053.251847, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517037.808677} [02/28/2021 12:57:33 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.5604225127 records/second [02/28/2021 12:57:33 INFO 140707482310464] #progress_metric: host=algo-1, completed 2 % of epochs [02/28/2021 12:57:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=0, train loss <loss>=-0.343310512602 [02/28/2021 12:57:33 INFO 140707482310464] best epoch loss so far [02/28/2021 12:57:33 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_8190b3cc-c836-4ca1-8158-df6dee61a770-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 301.7749786376953, "sum": 301.7749786376953, "min": 301.7749786376953}}, "EndTime": 1614517053.554317, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517053.251951} [02/28/2021 12:57:35 INFO 140707482310464] Epoch[1] Batch[0] avg_epoch_loss=-0.677559 [02/28/2021 12:57:35 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, batch=0 train loss <loss>=-0.677559256554 [02/28/2021 12:57:42 INFO 140707482310464] Epoch[1] Batch[5] avg_epoch_loss=-0.773798 [02/28/2021 12:57:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, batch=5 train loss <loss>=-0.773798098167 [02/28/2021 12:57:42 INFO 140707482310464] Epoch[1] Batch [5]#011Speed: 91.12 samples/sec#011loss=-0.773798 [02/28/2021 12:57:49 INFO 140707482310464] Epoch[1] Batch[10] avg_epoch_loss=-0.879016 [02/28/2021 12:57:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, batch=10 train loss <loss>=-1.00527836084 [02/28/2021 12:57:49 INFO 140707482310464] Epoch[1] Batch [10]#011Speed: 91.28 samples/sec#011loss=-1.005278 [02/28/2021 12:57:49 INFO 140707482310464] processed a total of 1285 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16038.63787651062, "sum": 16038.63787651062, "min": 16038.63787651062}}, "EndTime": 1614517069.593086, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517053.554383} [02/28/2021 12:57:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.1184229376 records/second [02/28/2021 12:57:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 4 % of epochs [02/28/2021 12:57:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, train loss <loss>=-0.879016399384 [02/28/2021 12:57:49 INFO 140707482310464] best epoch loss so far [02/28/2021 12:57:49 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_461e0e8b-f6fb-40c9-a3a9-0cf941622043-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 284.0919494628906, "sum": 284.0919494628906, "min": 284.0919494628906}}, "EndTime": 1614517069.877745, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517069.593167} [02/28/2021 12:57:51 INFO 140707482310464] Epoch[2] Batch[0] avg_epoch_loss=-0.972849 [02/28/2021 12:57:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=2, batch=0 train loss <loss>=-0.972848773003 [02/28/2021 12:57:58 INFO 140707482310464] Epoch[2] Batch[5] avg_epoch_loss=-1.019545 [02/28/2021 12:57:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=2, batch=5 train loss <loss>=-1.01954543591 [02/28/2021 12:57:58 INFO 140707482310464] Epoch[2] Batch [5]#011Speed: 91.55 samples/sec#011loss=-1.019545 [02/28/2021 12:58:04 INFO 140707482310464] processed a total of 1238 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14723.12307357788, "sum": 14723.12307357788, "min": 14723.12307357788}}, "EndTime": 1614517084.600983, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517069.877804} [02/28/2021 12:58:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.0847196225 records/second [02/28/2021 12:58:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 6 % of epochs [02/28/2021 12:58:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=2, train loss <loss>=-1.00498855114 [02/28/2021 12:58:04 INFO 140707482310464] best epoch loss so far [02/28/2021 12:58:04 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_07ae72af-1c47-4ff8-88e7-a576868d094e-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 341.63880348205566, "sum": 341.63880348205566, "min": 341.63880348205566}}, "EndTime": 1614517084.943225, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517084.601069} [02/28/2021 12:58:07 INFO 140707482310464] Epoch[3] Batch[0] avg_epoch_loss=-1.035927 [02/28/2021 12:58:07 INFO 140707482310464] #quality_metric: host=algo-1, epoch=3, batch=0 train loss <loss>=-1.03592669964 [02/28/2021 12:58:14 INFO 140707482310464] Epoch[3] Batch[5] avg_epoch_loss=-1.031826 [02/28/2021 12:58:14 INFO 140707482310464] #quality_metric: host=algo-1, epoch=3, batch=5 train loss <loss>=-1.03182605902 [02/28/2021 12:58:14 INFO 140707482310464] Epoch[3] Batch [5]#011Speed: 89.60 samples/sec#011loss=-1.031826 [02/28/2021 12:58:19 INFO 140707482310464] processed a total of 1241 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14995.325088500977, "sum": 14995.325088500977, "min": 14995.325088500977}}, "EndTime": 1614517099.938696, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517084.943304} [02/28/2021 12:58:19 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.7584484586 records/second [02/28/2021 12:58:19 INFO 140707482310464] #progress_metric: host=algo-1, completed 8 % of epochs [02/28/2021 12:58:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=3, train loss <loss>=-1.05949187279 [02/28/2021 12:58:19 INFO 140707482310464] best epoch loss so far [02/28/2021 12:58:20 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3779d1c3-3a86-4807-a812-2a22ef9eff14-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 290.6069755554199, "sum": 290.6069755554199, "min": 290.6069755554199}}, "EndTime": 1614517100.229909, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517099.938782} [02/28/2021 12:58:22 INFO 140707482310464] Epoch[4] Batch[0] avg_epoch_loss=-1.220909 [02/28/2021 12:58:22 INFO 140707482310464] #quality_metric: host=algo-1, epoch=4, batch=0 train loss <loss>=-1.22090864182 [02/28/2021 12:58:29 INFO 140707482310464] Epoch[4] Batch[5] avg_epoch_loss=-1.153742 [02/28/2021 12:58:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=4, batch=5 train loss <loss>=-1.15374243259 [02/28/2021 12:58:29 INFO 140707482310464] Epoch[4] Batch [5]#011Speed: 90.83 samples/sec#011loss=-1.153742 [02/28/2021 12:58:34 INFO 140707482310464] processed a total of 1276 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14701.723098754883, "sum": 14701.723098754883, "min": 14701.723098754883}}, "EndTime": 1614517114.931747, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517100.22997} [02/28/2021 12:58:34 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.7917986804 records/second [02/28/2021 12:58:34 INFO 140707482310464] #progress_metric: host=algo-1, completed 10 % of epochs [02/28/2021 12:58:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=4, train loss <loss>=-1.1728895545 [02/28/2021 12:58:34 INFO 140707482310464] best epoch loss so far [02/28/2021 12:58:35 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_37194bdd-0b26-42c2-858a-6572da7b8df2-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 290.280818939209, "sum": 290.280818939209, "min": 290.280818939209}}, "EndTime": 1614517115.222647, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517114.931839} [02/28/2021 12:58:37 INFO 140707482310464] Epoch[5] Batch[0] avg_epoch_loss=-1.191205 [02/28/2021 12:58:37 INFO 140707482310464] #quality_metric: host=algo-1, epoch=5, batch=0 train loss <loss>=-1.19120526314 [02/28/2021 12:58:44 INFO 140707482310464] Epoch[5] Batch[5] avg_epoch_loss=-1.172278 [02/28/2021 12:58:44 INFO 140707482310464] #quality_metric: host=algo-1, epoch=5, batch=5 train loss <loss>=-1.17227848371 [02/28/2021 12:58:44 INFO 140707482310464] Epoch[5] Batch [5]#011Speed: 90.60 samples/sec#011loss=-1.172278 [02/28/2021 12:58:49 INFO 140707482310464] processed a total of 1263 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14662.718057632446, "sum": 14662.718057632446, "min": 14662.718057632446}}, "EndTime": 1614517129.885481, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517115.222702} [02/28/2021 12:58:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.1361037039 records/second [02/28/2021 12:58:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 12 % of epochs [02/28/2021 12:58:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=5, train loss <loss>=-1.1968080759 [02/28/2021 12:58:49 INFO 140707482310464] best epoch loss so far [02/28/2021 12:58:50 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3955ca66-5939-4a02-a044-85cdbeac51a6-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 284.69300270080566, "sum": 284.69300270080566, "min": 284.69300270080566}}, "EndTime": 1614517130.170785, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517129.885563} [02/28/2021 12:58:52 INFO 140707482310464] Epoch[6] Batch[0] avg_epoch_loss=-1.311850 [02/28/2021 12:58:52 INFO 140707482310464] #quality_metric: host=algo-1, epoch=6, batch=0 train loss <loss>=-1.31185019016 [02/28/2021 12:58:59 INFO 140707482310464] Epoch[6] Batch[5] avg_epoch_loss=-1.251398 [02/28/2021 12:58:59 INFO 140707482310464] #quality_metric: host=algo-1, epoch=6, batch=5 train loss <loss>=-1.25139794747 [02/28/2021 12:58:59 INFO 140707482310464] Epoch[6] Batch [5]#011Speed: 91.22 samples/sec#011loss=-1.251398 [02/28/2021 12:59:04 INFO 140707482310464] processed a total of 1280 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14802.313089370728, "sum": 14802.313089370728, "min": 14802.313089370728}}, "EndTime": 1614517144.973218, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517130.170845} [02/28/2021 12:59:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.4722292814 records/second [02/28/2021 12:59:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 14 % of epochs [02/28/2021 12:59:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=6, train loss <loss>=-1.23231940269 [02/28/2021 12:59:04 INFO 140707482310464] best epoch loss so far [02/28/2021 12:59:05 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_5f2bebc3-9e8d-4f52-a349-6e9dabd1079e-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 338.61398696899414, "sum": 338.61398696899414, "min": 338.61398696899414}}, "EndTime": 1614517145.312452, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517144.973308} [02/28/2021 12:59:07 INFO 140707482310464] Epoch[7] Batch[0] avg_epoch_loss=-1.216872 [02/28/2021 12:59:07 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, batch=0 train loss <loss>=-1.21687197685 [02/28/2021 12:59:14 INFO 140707482310464] Epoch[7] Batch[5] avg_epoch_loss=-1.245686 [02/28/2021 12:59:14 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, batch=5 train loss <loss>=-1.24568551779 [02/28/2021 12:59:14 INFO 140707482310464] Epoch[7] Batch [5]#011Speed: 89.55 samples/sec#011loss=-1.245686 [02/28/2021 12:59:21 INFO 140707482310464] Epoch[7] Batch[10] avg_epoch_loss=-1.379119 [02/28/2021 12:59:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, batch=10 train loss <loss>=-1.53923940659 [02/28/2021 12:59:21 INFO 140707482310464] Epoch[7] Batch [10]#011Speed: 91.28 samples/sec#011loss=-1.539239 [02/28/2021 12:59:21 INFO 140707482310464] processed a total of 1282 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16414.858102798462, "sum": 16414.858102798462, "min": 16414.858102798462}}, "EndTime": 1614517161.727461, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517145.312533} [02/28/2021 12:59:21 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=78.0994039629 records/second [02/28/2021 12:59:21 INFO 140707482310464] #progress_metric: host=algo-1, completed 16 % of epochs [02/28/2021 12:59:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, train loss <loss>=-1.37911910361 [02/28/2021 12:59:21 INFO 140707482310464] best epoch loss so far [02/28/2021 12:59:22 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3ec54d23-270d-4e17-9865-4fe6c55f4d7a-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 286.50403022766113, "sum": 286.50403022766113, "min": 286.50403022766113}}, "EndTime": 1614517162.014551, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517161.727541} [02/28/2021 12:59:24 INFO 140707482310464] Epoch[8] Batch[0] avg_epoch_loss=-1.380579 [02/28/2021 12:59:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, batch=0 train loss <loss>=-1.38057863712 [02/28/2021 12:59:31 INFO 140707482310464] Epoch[8] Batch[5] avg_epoch_loss=-1.343050 [02/28/2021 12:59:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, batch=5 train loss <loss>=-1.34305034081 [02/28/2021 12:59:31 INFO 140707482310464] Epoch[8] Batch [5]#011Speed: 90.99 samples/sec#011loss=-1.343050 [02/28/2021 12:59:38 INFO 140707482310464] Epoch[8] Batch[10] avg_epoch_loss=-1.340454 [02/28/2021 12:59:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, batch=10 train loss <loss>=-1.33733799458 [02/28/2021 12:59:38 INFO 140707482310464] Epoch[8] Batch [10]#011Speed: 91.30 samples/sec#011loss=-1.337338 [02/28/2021 12:59:38 INFO 140707482310464] processed a total of 1286 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16029.803037643433, "sum": 16029.803037643433, "min": 16029.803037643433}}, "EndTime": 1614517178.04447, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517162.014612} [02/28/2021 12:59:38 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.2249847485 records/second [02/28/2021 12:59:38 INFO 140707482310464] #progress_metric: host=algo-1, completed 18 % of epochs [02/28/2021 12:59:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, train loss <loss>=-1.3404538198 [02/28/2021 12:59:38 INFO 140707482310464] loss did not improve [02/28/2021 12:59:40 INFO 140707482310464] Epoch[9] Batch[0] avg_epoch_loss=-1.244330 [02/28/2021 12:59:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, batch=0 train loss <loss>=-1.24432992935 [02/28/2021 12:59:47 INFO 140707482310464] Epoch[9] Batch[5] avg_epoch_loss=-1.311211 [02/28/2021 12:59:47 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, batch=5 train loss <loss>=-1.3112107714 [02/28/2021 12:59:47 INFO 140707482310464] Epoch[9] Batch [5]#011Speed: 91.07 samples/sec#011loss=-1.311211 [02/28/2021 12:59:54 INFO 140707482310464] Epoch[9] Batch[10] avg_epoch_loss=-1.353767 [02/28/2021 12:59:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, batch=10 train loss <loss>=-1.40483367443 [02/28/2021 12:59:54 INFO 140707482310464] Epoch[9] Batch [10]#011Speed: 91.06 samples/sec#011loss=-1.404834 [02/28/2021 12:59:54 INFO 140707482310464] processed a total of 1344 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16120.128870010376, "sum": 16120.128870010376, "min": 16120.128870010376}}, "EndTime": 1614517194.165169, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517178.044553} [02/28/2021 12:59:54 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.3734067484 records/second [02/28/2021 12:59:54 INFO 140707482310464] #progress_metric: host=algo-1, completed 20 % of epochs [02/28/2021 12:59:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, train loss <loss>=-1.35376663641 [02/28/2021 12:59:54 INFO 140707482310464] loss did not improve [02/28/2021 12:59:56 INFO 140707482310464] Epoch[10] Batch[0] avg_epoch_loss=-1.111145 [02/28/2021 12:59:56 INFO 140707482310464] #quality_metric: host=algo-1, epoch=10, batch=0 train loss <loss>=-1.11114513874 [02/28/2021 13:00:03 INFO 140707482310464] Epoch[10] Batch[5] avg_epoch_loss=-1.276282 [02/28/2021 13:00:03 INFO 140707482310464] #quality_metric: host=algo-1, epoch=10, batch=5 train loss <loss>=-1.2762824893 [02/28/2021 13:00:03 INFO 140707482310464] Epoch[10] Batch [5]#011Speed: 89.76 samples/sec#011loss=-1.276282 [02/28/2021 13:00:09 INFO 140707482310464] processed a total of 1241 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 15268.456935882568, "sum": 15268.456935882568, "min": 15268.456935882568}}, "EndTime": 1614517209.434139, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517194.165246} [02/28/2021 13:00:09 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.2782049378 records/second [02/28/2021 13:00:09 INFO 140707482310464] #progress_metric: host=algo-1, completed 22 % of epochs [02/28/2021 13:00:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=10, train loss <loss>=-1.29857591391 [02/28/2021 13:00:09 INFO 140707482310464] loss did not improve [02/28/2021 13:00:11 INFO 140707482310464] Epoch[11] Batch[0] avg_epoch_loss=-1.288083 [02/28/2021 13:00:11 INFO 140707482310464] #quality_metric: host=algo-1, epoch=11, batch=0 train loss <loss>=-1.28808259964 [02/28/2021 13:00:18 INFO 140707482310464] Epoch[11] Batch[5] avg_epoch_loss=-1.352310 [02/28/2021 13:00:18 INFO 140707482310464] #quality_metric: host=algo-1, epoch=11, batch=5 train loss <loss>=-1.35230968396 [02/28/2021 13:00:18 INFO 140707482310464] Epoch[11] Batch [5]#011Speed: 90.54 samples/sec#011loss=-1.352310 [02/28/2021 13:00:24 INFO 140707482310464] processed a total of 1245 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14725.207805633545, "sum": 14725.207805633545, "min": 14725.207805633545}}, "EndTime": 1614517224.159836, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517209.434204} [02/28/2021 13:00:24 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.5482647257 records/second [02/28/2021 13:00:24 INFO 140707482310464] #progress_metric: host=algo-1, completed 24 % of epochs [02/28/2021 13:00:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=11, train loss <loss>=-1.3762144208 [02/28/2021 13:00:24 INFO 140707482310464] loss did not improve [02/28/2021 13:00:26 INFO 140707482310464] Epoch[12] Batch[0] avg_epoch_loss=-1.283343 [02/28/2021 13:00:26 INFO 140707482310464] #quality_metric: host=algo-1, epoch=12, batch=0 train loss <loss>=-1.28334343433 [02/28/2021 13:00:33 INFO 140707482310464] Epoch[12] Batch[5] avg_epoch_loss=-1.362509 [02/28/2021 13:00:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=12, batch=5 train loss <loss>=-1.36250883341 [02/28/2021 13:00:33 INFO 140707482310464] Epoch[12] Batch [5]#011Speed: 90.23 samples/sec#011loss=-1.362509 [02/28/2021 13:00:38 INFO 140707482310464] processed a total of 1239 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14739.315032958984, "sum": 14739.315032958984, "min": 14739.315032958984}}, "EndTime": 1614517238.899685, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517224.159896} [02/28/2021 13:00:38 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.0601367238 records/second [02/28/2021 13:00:38 INFO 140707482310464] #progress_metric: host=algo-1, completed 26 % of epochs [02/28/2021 13:00:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=12, train loss <loss>=-1.33544791937 [02/28/2021 13:00:38 INFO 140707482310464] loss did not improve [02/28/2021 13:00:41 INFO 140707482310464] Epoch[13] Batch[0] avg_epoch_loss=-1.378686 [02/28/2021 13:00:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=13, batch=0 train loss <loss>=-1.37868618965 [02/28/2021 13:00:48 INFO 140707482310464] Epoch[13] Batch[5] avg_epoch_loss=-1.375769 [02/28/2021 13:00:48 INFO 140707482310464] #quality_metric: host=algo-1, epoch=13, batch=5 train loss <loss>=-1.37576929728 [02/28/2021 13:00:48 INFO 140707482310464] Epoch[13] Batch [5]#011Speed: 91.24 samples/sec#011loss=-1.375769 [02/28/2021 13:00:53 INFO 140707482310464] processed a total of 1268 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14777.291059494019, "sum": 14777.291059494019, "min": 14777.291059494019}}, "EndTime": 1614517253.677541, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517238.899776} [02/28/2021 13:00:53 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.8066632035 records/second [02/28/2021 13:00:53 INFO 140707482310464] #progress_metric: host=algo-1, completed 28 % of epochs [02/28/2021 13:00:53 INFO 140707482310464] #quality_metric: host=algo-1, epoch=13, train loss <loss>=-1.39544738531 [02/28/2021 13:00:53 INFO 140707482310464] best epoch loss so far [02/28/2021 13:00:53 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_21c25976-7ca9-4972-8b8f-36ba301f2924-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 286.0980033874512, "sum": 286.0980033874512, "min": 286.0980033874512}}, "EndTime": 1614517253.964252, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517253.677626} [02/28/2021 13:00:55 INFO 140707482310464] Epoch[14] Batch[0] avg_epoch_loss=-1.421054 [02/28/2021 13:00:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, batch=0 train loss <loss>=-1.4210537672 [02/28/2021 13:01:03 INFO 140707482310464] Epoch[14] Batch[5] avg_epoch_loss=-1.418002 [02/28/2021 13:01:03 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, batch=5 train loss <loss>=-1.41800153255 [02/28/2021 13:01:03 INFO 140707482310464] Epoch[14] Batch [5]#011Speed: 90.41 samples/sec#011loss=-1.418002 [02/28/2021 13:01:10 INFO 140707482310464] Epoch[14] Batch[10] avg_epoch_loss=-1.440100 [02/28/2021 13:01:10 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, batch=10 train loss <loss>=-1.46661763191 [02/28/2021 13:01:10 INFO 140707482310464] Epoch[14] Batch [10]#011Speed: 85.22 samples/sec#011loss=-1.466618 [02/28/2021 13:01:10 INFO 140707482310464] processed a total of 1288 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16592.54813194275, "sum": 16592.54813194275, "min": 16592.54813194275}}, "EndTime": 1614517270.55693, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517253.964314} [02/28/2021 13:01:10 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=77.6246190749 records/second [02/28/2021 13:01:10 INFO 140707482310464] #progress_metric: host=algo-1, completed 30 % of epochs [02/28/2021 13:01:10 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, train loss <loss>=-1.44009975954 [02/28/2021 13:01:10 INFO 140707482310464] best epoch loss so far [02/28/2021 13:01:10 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_ec28222a-2b47-4cec-b4c1-6d138cc6231d-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 293.22195053100586, "sum": 293.22195053100586, "min": 293.22195053100586}}, "EndTime": 1614517270.850732, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517270.557016} [02/28/2021 13:01:12 INFO 140707482310464] Epoch[15] Batch[0] avg_epoch_loss=-1.472566 [02/28/2021 13:01:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=15, batch=0 train loss <loss>=-1.47256588936 [02/28/2021 13:01:19 INFO 140707482310464] Epoch[15] Batch[5] avg_epoch_loss=-1.390262 [02/28/2021 13:01:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=15, batch=5 train loss <loss>=-1.39026214679 [02/28/2021 13:01:19 INFO 140707482310464] Epoch[15] Batch [5]#011Speed: 90.67 samples/sec#011loss=-1.390262 [02/28/2021 13:01:25 INFO 140707482310464] processed a total of 1265 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14687.026977539062, "sum": 14687.026977539062, "min": 14687.026977539062}}, "EndTime": 1614517285.537884, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517270.850798} [02/28/2021 13:01:25 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.1296882496 records/second [02/28/2021 13:01:25 INFO 140707482310464] #progress_metric: host=algo-1, completed 32 % of epochs [02/28/2021 13:01:25 INFO 140707482310464] #quality_metric: host=algo-1, epoch=15, train loss <loss>=-1.39665564299 [02/28/2021 13:01:25 INFO 140707482310464] loss did not improve [02/28/2021 13:01:27 INFO 140707482310464] Epoch[16] Batch[0] avg_epoch_loss=-1.402734 [02/28/2021 13:01:27 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, batch=0 train loss <loss>=-1.40273416042 [02/28/2021 13:01:34 INFO 140707482310464] Epoch[16] Batch[5] avg_epoch_loss=-1.436945 [02/28/2021 13:01:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, batch=5 train loss <loss>=-1.4369452397 [02/28/2021 13:01:34 INFO 140707482310464] Epoch[16] Batch [5]#011Speed: 91.35 samples/sec#011loss=-1.436945 [02/28/2021 13:01:41 INFO 140707482310464] Epoch[16] Batch[10] avg_epoch_loss=-1.459952 [02/28/2021 13:01:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, batch=10 train loss <loss>=-1.48755922318 [02/28/2021 13:01:41 INFO 140707482310464] Epoch[16] Batch [10]#011Speed: 90.33 samples/sec#011loss=-1.487559 [02/28/2021 13:01:41 INFO 140707482310464] processed a total of 1323 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16134.740829467773, "sum": 16134.740829467773, "min": 16134.740829467773}}, "EndTime": 1614517301.673193, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517285.53797} [02/28/2021 13:01:41 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.996368027 records/second [02/28/2021 13:01:41 INFO 140707482310464] #progress_metric: host=algo-1, completed 34 % of epochs [02/28/2021 13:01:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, train loss <loss>=-1.45995159583 [02/28/2021 13:01:41 INFO 140707482310464] best epoch loss so far [02/28/2021 13:01:41 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_7549745e-12a4-4adf-9f0c-f612751668a9-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 292.8509712219238, "sum": 292.8509712219238, "min": 292.8509712219238}}, "EndTime": 1614517301.966629, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517301.67328} [02/28/2021 13:01:43 INFO 140707482310464] Epoch[17] Batch[0] avg_epoch_loss=-1.386723 [02/28/2021 13:01:43 INFO 140707482310464] #quality_metric: host=algo-1, epoch=17, batch=0 train loss <loss>=-1.38672304153 [02/28/2021 13:01:51 INFO 140707482310464] Epoch[17] Batch[5] avg_epoch_loss=-1.420204 [02/28/2021 13:01:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=17, batch=5 train loss <loss>=-1.42020360629 [02/28/2021 13:01:51 INFO 140707482310464] Epoch[17] Batch [5]#011Speed: 90.63 samples/sec#011loss=-1.420204 [02/28/2021 13:01:56 INFO 140707482310464] processed a total of 1237 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14683.732986450195, "sum": 14683.732986450195, "min": 14683.732986450195}}, "EndTime": 1614517316.650516, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517301.96671} [02/28/2021 13:01:56 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.242171728 records/second [02/28/2021 13:01:56 INFO 140707482310464] #progress_metric: host=algo-1, completed 36 % of epochs [02/28/2021 13:01:56 INFO 140707482310464] #quality_metric: host=algo-1, epoch=17, train loss <loss>=-1.38416570425 [02/28/2021 13:01:56 INFO 140707482310464] loss did not improve [02/28/2021 13:01:58 INFO 140707482310464] Epoch[18] Batch[0] avg_epoch_loss=-1.449639 [02/28/2021 13:01:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, batch=0 train loss <loss>=-1.44963860512 [02/28/2021 13:02:05 INFO 140707482310464] Epoch[18] Batch[5] avg_epoch_loss=-1.417321 [02/28/2021 13:02:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, batch=5 train loss <loss>=-1.41732050975 [02/28/2021 13:02:05 INFO 140707482310464] Epoch[18] Batch [5]#011Speed: 88.94 samples/sec#011loss=-1.417321 [02/28/2021 13:02:13 INFO 140707482310464] Epoch[18] Batch[10] avg_epoch_loss=-1.532532 [02/28/2021 13:02:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, batch=10 train loss <loss>=-1.67078533173 [02/28/2021 13:02:13 INFO 140707482310464] Epoch[18] Batch [10]#011Speed: 84.80 samples/sec#011loss=-1.670785 [02/28/2021 13:02:13 INFO 140707482310464] processed a total of 1288 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16769.84214782715, "sum": 16769.84214782715, "min": 16769.84214782715}}, "EndTime": 1614517333.420925, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517316.6506} [02/28/2021 13:02:13 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=76.8039987767 records/second [02/28/2021 13:02:13 INFO 140707482310464] #progress_metric: host=algo-1, completed 38 % of epochs [02/28/2021 13:02:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, train loss <loss>=-1.53253179247 [02/28/2021 13:02:13 INFO 140707482310464] best epoch loss so far [02/28/2021 13:02:13 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_10f314b4-e641-46a0-8307-57f34df5f06b-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 288.91587257385254, "sum": 288.91587257385254, "min": 288.91587257385254}}, "EndTime": 1614517333.710406, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517333.421004} [02/28/2021 13:02:15 INFO 140707482310464] Epoch[19] Batch[0] avg_epoch_loss=-1.434191 [02/28/2021 13:02:15 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, batch=0 train loss <loss>=-1.43419086933 [02/28/2021 13:02:22 INFO 140707482310464] Epoch[19] Batch[5] avg_epoch_loss=-1.447167 [02/28/2021 13:02:22 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, batch=5 train loss <loss>=-1.44716737668 [02/28/2021 13:02:22 INFO 140707482310464] Epoch[19] Batch [5]#011Speed: 91.49 samples/sec#011loss=-1.447167 [02/28/2021 13:02:29 INFO 140707482310464] Epoch[19] Batch[10] avg_epoch_loss=-1.447527 [02/28/2021 13:02:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, batch=10 train loss <loss>=-1.44795823097 [02/28/2021 13:02:29 INFO 140707482310464] Epoch[19] Batch [10]#011Speed: 91.05 samples/sec#011loss=-1.447958 [02/28/2021 13:02:29 INFO 140707482310464] processed a total of 1312 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16031.743049621582, "sum": 16031.743049621582, "min": 16031.743049621582}}, "EndTime": 1614517349.742285, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517333.710476} [02/28/2021 13:02:29 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.836995165 records/second [02/28/2021 13:02:29 INFO 140707482310464] #progress_metric: host=algo-1, completed 40 % of epochs [02/28/2021 13:02:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, train loss <loss>=-1.4475268559 [02/28/2021 13:02:29 INFO 140707482310464] loss did not improve [02/28/2021 13:02:31 INFO 140707482310464] Epoch[20] Batch[0] avg_epoch_loss=-1.461861 [02/28/2021 13:02:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, batch=0 train loss <loss>=-1.46186125278 [02/28/2021 13:02:38 INFO 140707482310464] Epoch[20] Batch[5] avg_epoch_loss=-1.460296 [02/28/2021 13:02:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, batch=5 train loss <loss>=-1.46029647191 [02/28/2021 13:02:38 INFO 140707482310464] Epoch[20] Batch [5]#011Speed: 90.89 samples/sec#011loss=-1.460296 [02/28/2021 13:02:45 INFO 140707482310464] Epoch[20] Batch[10] avg_epoch_loss=-1.435085 [02/28/2021 13:02:45 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, batch=10 train loss <loss>=-1.40483214855 [02/28/2021 13:02:45 INFO 140707482310464] Epoch[20] Batch [10]#011Speed: 91.21 samples/sec#011loss=-1.404832 [02/28/2021 13:02:45 INFO 140707482310464] processed a total of 1355 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16105.248928070068, "sum": 16105.248928070068, "min": 16105.248928070068}}, "EndTime": 1614517365.848067, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517349.742369} [02/28/2021 13:02:45 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.1334185906 records/second [02/28/2021 13:02:45 INFO 140707482310464] #progress_metric: host=algo-1, completed 42 % of epochs [02/28/2021 13:02:45 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, train loss <loss>=-1.43508541584 [02/28/2021 13:02:45 INFO 140707482310464] loss did not improve [02/28/2021 13:02:47 INFO 140707482310464] Epoch[21] Batch[0] avg_epoch_loss=-1.298628 [02/28/2021 13:02:47 INFO 140707482310464] #quality_metric: host=algo-1, epoch=21, batch=0 train loss <loss>=-1.29862833023 [02/28/2021 13:02:54 INFO 140707482310464] Epoch[21] Batch[5] avg_epoch_loss=-1.449366 [02/28/2021 13:02:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=21, batch=5 train loss <loss>=-1.4493663311 [02/28/2021 13:02:54 INFO 140707482310464] Epoch[21] Batch [5]#011Speed: 91.70 samples/sec#011loss=-1.449366 [02/28/2021 13:03:00 INFO 140707482310464] processed a total of 1238 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14619.893789291382, "sum": 14619.893789291382, "min": 14619.893789291382}}, "EndTime": 1614517380.468514, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517365.848148} [02/28/2021 13:03:00 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.678249815 records/second [02/28/2021 13:03:00 INFO 140707482310464] #progress_metric: host=algo-1, completed 44 % of epochs [02/28/2021 13:03:00 INFO 140707482310464] #quality_metric: host=algo-1, epoch=21, train loss <loss>=-1.48184752464 [02/28/2021 13:03:00 INFO 140707482310464] loss did not improve [02/28/2021 13:03:02 INFO 140707482310464] Epoch[22] Batch[0] avg_epoch_loss=-1.315615 [02/28/2021 13:03:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=22, batch=0 train loss <loss>=-1.31561529636 [02/28/2021 13:03:09 INFO 140707482310464] Epoch[22] Batch[5] avg_epoch_loss=-1.378005 [02/28/2021 13:03:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=22, batch=5 train loss <loss>=-1.37800532579 [02/28/2021 13:03:09 INFO 140707482310464] Epoch[22] Batch [5]#011Speed: 86.49 samples/sec#011loss=-1.378005 [02/28/2021 13:03:15 INFO 140707482310464] processed a total of 1248 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 15171.777963638306, "sum": 15171.777963638306, "min": 15171.777963638306}}, "EndTime": 1614517395.64087, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517380.468608} [02/28/2021 13:03:15 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.2573463144 records/second [02/28/2021 13:03:15 INFO 140707482310464] #progress_metric: host=algo-1, completed 46 % of epochs [02/28/2021 13:03:15 INFO 140707482310464] #quality_metric: host=algo-1, epoch=22, train loss <loss>=-1.41533461809 [02/28/2021 13:03:15 INFO 140707482310464] loss did not improve [02/28/2021 13:03:17 INFO 140707482310464] Epoch[23] Batch[0] avg_epoch_loss=-1.592843 [02/28/2021 13:03:17 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, batch=0 train loss <loss>=-1.59284329414 [02/28/2021 13:03:24 INFO 140707482310464] Epoch[23] Batch[5] avg_epoch_loss=-1.535887 [02/28/2021 13:03:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, batch=5 train loss <loss>=-1.53588745991 [02/28/2021 13:03:24 INFO 140707482310464] Epoch[23] Batch [5]#011Speed: 91.42 samples/sec#011loss=-1.535887 [02/28/2021 13:03:31 INFO 140707482310464] Epoch[23] Batch[10] avg_epoch_loss=-1.508167 [02/28/2021 13:03:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, batch=10 train loss <loss>=-1.47490265369 [02/28/2021 13:03:31 INFO 140707482310464] Epoch[23] Batch [10]#011Speed: 89.84 samples/sec#011loss=-1.474903 [02/28/2021 13:03:31 INFO 140707482310464] processed a total of 1288 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16184.391021728516, "sum": 16184.391021728516, "min": 16184.391021728516}}, "EndTime": 1614517411.825803, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517395.640952} [02/28/2021 13:03:31 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=79.5822625889 records/second [02/28/2021 13:03:31 INFO 140707482310464] #progress_metric: host=algo-1, completed 48 % of epochs [02/28/2021 13:03:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, train loss <loss>=-1.50816709345 [02/28/2021 13:03:31 INFO 140707482310464] loss did not improve [02/28/2021 13:03:33 INFO 140707482310464] Epoch[24] Batch[0] avg_epoch_loss=-1.531702 [02/28/2021 13:03:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=24, batch=0 train loss <loss>=-1.53170192242 [02/28/2021 13:03:40 INFO 140707482310464] Epoch[24] Batch[5] avg_epoch_loss=-1.433922 [02/28/2021 13:03:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=24, batch=5 train loss <loss>=-1.43392209212 [02/28/2021 13:03:40 INFO 140707482310464] Epoch[24] Batch [5]#011Speed: 91.53 samples/sec#011loss=-1.433922 [02/28/2021 13:03:46 INFO 140707482310464] processed a total of 1251 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14693.251132965088, "sum": 14693.251132965088, "min": 14693.251132965088}}, "EndTime": 1614517426.519596, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517411.825886} [02/28/2021 13:03:46 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.1403822676 records/second [02/28/2021 13:03:46 INFO 140707482310464] #progress_metric: host=algo-1, completed 50 % of epochs [02/28/2021 13:03:46 INFO 140707482310464] #quality_metric: host=algo-1, epoch=24, train loss <loss>=-1.4690964222 [02/28/2021 13:03:46 INFO 140707482310464] loss did not improve [02/28/2021 13:03:48 INFO 140707482310464] Epoch[25] Batch[0] avg_epoch_loss=-1.451640 [02/28/2021 13:03:48 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, batch=0 train loss <loss>=-1.45164012909 [02/28/2021 13:03:55 INFO 140707482310464] Epoch[25] Batch[5] avg_epoch_loss=-1.509514 [02/28/2021 13:03:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, batch=5 train loss <loss>=-1.50951395432 [02/28/2021 13:03:55 INFO 140707482310464] Epoch[25] Batch [5]#011Speed: 90.66 samples/sec#011loss=-1.509514 [02/28/2021 13:04:02 INFO 140707482310464] Epoch[25] Batch[10] avg_epoch_loss=-1.469994 [02/28/2021 13:04:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, batch=10 train loss <loss>=-1.4225689888 [02/28/2021 13:04:02 INFO 140707482310464] Epoch[25] Batch [10]#011Speed: 90.40 samples/sec#011loss=-1.422569 [02/28/2021 13:04:02 INFO 140707482310464] processed a total of 1297 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16150.491952896118, "sum": 16150.491952896118, "min": 16150.491952896118}}, "EndTime": 1614517442.670664, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517426.519686} [02/28/2021 13:04:02 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.3065442674 records/second [02/28/2021 13:04:02 INFO 140707482310464] #progress_metric: host=algo-1, completed 52 % of epochs [02/28/2021 13:04:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, train loss <loss>=-1.46999351545 [02/28/2021 13:04:02 INFO 140707482310464] loss did not improve [02/28/2021 13:04:04 INFO 140707482310464] Epoch[26] Batch[0] avg_epoch_loss=-1.480694 [02/28/2021 13:04:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=26, batch=0 train loss <loss>=-1.48069393635 [02/28/2021 13:04:12 INFO 140707482310464] Epoch[26] Batch[5] avg_epoch_loss=-1.482773 [02/28/2021 13:04:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=26, batch=5 train loss <loss>=-1.48277344306 [02/28/2021 13:04:12 INFO 140707482310464] Epoch[26] Batch [5]#011Speed: 86.09 samples/sec#011loss=-1.482773 [02/28/2021 13:04:17 INFO 140707482310464] processed a total of 1241 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 15146.629095077515, "sum": 15146.629095077515, "min": 15146.629095077515}}, "EndTime": 1614517457.817824, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517442.670744} [02/28/2021 13:04:17 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.9317341544 records/second [02/28/2021 13:04:17 INFO 140707482310464] #progress_metric: host=algo-1, completed 54 % of epochs [02/28/2021 13:04:17 INFO 140707482310464] #quality_metric: host=algo-1, epoch=26, train loss <loss>=-1.5589790225 [02/28/2021 13:04:17 INFO 140707482310464] best epoch loss so far [02/28/2021 13:04:18 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_4ec240e4-fff9-43c5-897f-bd0935d3e313-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 288.4058952331543, "sum": 288.4058952331543, "min": 288.4058952331543}}, "EndTime": 1614517458.106833, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517457.817912} [02/28/2021 13:04:20 INFO 140707482310464] Epoch[27] Batch[0] avg_epoch_loss=-1.555226 [02/28/2021 13:04:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=27, batch=0 train loss <loss>=-1.55522608757 [02/28/2021 13:04:27 INFO 140707482310464] Epoch[27] Batch[5] avg_epoch_loss=-1.517439 [02/28/2021 13:04:27 INFO 140707482310464] #quality_metric: host=algo-1, epoch=27, batch=5 train loss <loss>=-1.51743930578 [02/28/2021 13:04:27 INFO 140707482310464] Epoch[27] Batch [5]#011Speed: 91.80 samples/sec#011loss=-1.517439 [02/28/2021 13:04:32 INFO 140707482310464] processed a total of 1273 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14669.855833053589, "sum": 14669.855833053589, "min": 14669.855833053589}}, "EndTime": 1614517472.776815, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517458.106889} [02/28/2021 13:04:32 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.7757986204 records/second [02/28/2021 13:04:32 INFO 140707482310464] #progress_metric: host=algo-1, completed 56 % of epochs [02/28/2021 13:04:32 INFO 140707482310464] #quality_metric: host=algo-1, epoch=27, train loss <loss>=-1.51325926781 [02/28/2021 13:04:32 INFO 140707482310464] loss did not improve [02/28/2021 13:04:34 INFO 140707482310464] Epoch[28] Batch[0] avg_epoch_loss=-1.265907 [02/28/2021 13:04:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, batch=0 train loss <loss>=-1.26590657234 [02/28/2021 13:04:41 INFO 140707482310464] Epoch[28] Batch[5] avg_epoch_loss=-1.489309 [02/28/2021 13:04:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, batch=5 train loss <loss>=-1.48930907249 [02/28/2021 13:04:41 INFO 140707482310464] Epoch[28] Batch [5]#011Speed: 91.85 samples/sec#011loss=-1.489309 [02/28/2021 13:04:49 INFO 140707482310464] Epoch[28] Batch[10] avg_epoch_loss=-1.587930 [02/28/2021 13:04:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, batch=10 train loss <loss>=-1.70627453327 [02/28/2021 13:04:49 INFO 140707482310464] Epoch[28] Batch [10]#011Speed: 88.66 samples/sec#011loss=-1.706275 [02/28/2021 13:04:49 INFO 140707482310464] processed a total of 1309 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16223.929166793823, "sum": 16223.929166793823, "min": 16223.929166793823}}, "EndTime": 1614517489.001291, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517472.776908} [02/28/2021 13:04:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.6827053935 records/second [02/28/2021 13:04:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 58 % of epochs [02/28/2021 13:04:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, train loss <loss>=-1.58792973648 [02/28/2021 13:04:49 INFO 140707482310464] best epoch loss so far [02/28/2021 13:04:49 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_1df9e926-f4b7-4026-a51a-3062fd1d6401-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 307.96098709106445, "sum": 307.96098709106445, "min": 307.96098709106445}}, "EndTime": 1614517489.309841, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517489.001374} [02/28/2021 13:04:51 INFO 140707482310464] Epoch[29] Batch[0] avg_epoch_loss=-1.544904 [02/28/2021 13:04:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=29, batch=0 train loss <loss>=-1.54490447044 [02/28/2021 13:04:58 INFO 140707482310464] Epoch[29] Batch[5] avg_epoch_loss=-1.522637 [02/28/2021 13:04:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=29, batch=5 train loss <loss>=-1.52263738712 [02/28/2021 13:04:58 INFO 140707482310464] Epoch[29] Batch [5]#011Speed: 91.63 samples/sec#011loss=-1.522637 [02/28/2021 13:05:04 INFO 140707482310464] processed a total of 1273 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14820.631980895996, "sum": 14820.631980895996, "min": 14820.631980895996}}, "EndTime": 1614517504.130589, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517489.309894} [02/28/2021 13:05:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.8930711295 records/second [02/28/2021 13:05:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 60 % of epochs [02/28/2021 13:05:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=29, train loss <loss>=-1.51635758877 [02/28/2021 13:05:04 INFO 140707482310464] loss did not improve [02/28/2021 13:05:06 INFO 140707482310464] Epoch[30] Batch[0] avg_epoch_loss=-1.534626 [02/28/2021 13:05:06 INFO 140707482310464] #quality_metric: host=algo-1, epoch=30, batch=0 train loss <loss>=-1.53462612629 [02/28/2021 13:05:13 INFO 140707482310464] Epoch[30] Batch[5] avg_epoch_loss=-1.508696 [02/28/2021 13:05:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=30, batch=5 train loss <loss>=-1.50869584084 [02/28/2021 13:05:13 INFO 140707482310464] Epoch[30] Batch [5]#011Speed: 90.94 samples/sec#011loss=-1.508696 [02/28/2021 13:05:19 INFO 140707482310464] processed a total of 1249 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14940.144062042236, "sum": 14940.144062042236, "min": 14940.144062042236}}, "EndTime": 1614517519.071331, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517504.13067} [02/28/2021 13:05:19 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.5995657477 records/second [02/28/2021 13:05:19 INFO 140707482310464] #progress_metric: host=algo-1, completed 62 % of epochs [02/28/2021 13:05:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=30, train loss <loss>=-1.49366034269 [02/28/2021 13:05:19 INFO 140707482310464] loss did not improve [02/28/2021 13:05:21 INFO 140707482310464] Epoch[31] Batch[0] avg_epoch_loss=-1.640812 [02/28/2021 13:05:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=31, batch=0 train loss <loss>=-1.64081215858 [02/28/2021 13:05:28 INFO 140707482310464] Epoch[31] Batch[5] avg_epoch_loss=-1.591760 [02/28/2021 13:05:28 INFO 140707482310464] #quality_metric: host=algo-1, epoch=31, batch=5 train loss <loss>=-1.59176047643 [02/28/2021 13:05:28 INFO 140707482310464] Epoch[31] Batch [5]#011Speed: 91.56 samples/sec#011loss=-1.591760 [02/28/2021 13:05:33 INFO 140707482310464] processed a total of 1248 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14608.45398902893, "sum": 14608.45398902893, "min": 14608.45398902893}}, "EndTime": 1614517533.680353, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517519.071418} [02/28/2021 13:05:33 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.4292582398 records/second [02/28/2021 13:05:33 INFO 140707482310464] #progress_metric: host=algo-1, completed 64 % of epochs [02/28/2021 13:05:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=31, train loss <loss>=-1.51034787893 [02/28/2021 13:05:33 INFO 140707482310464] loss did not improve [02/28/2021 13:05:35 INFO 140707482310464] Epoch[32] Batch[0] avg_epoch_loss=-1.497167 [02/28/2021 13:05:35 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, batch=0 train loss <loss>=-1.49716734886 [02/28/2021 13:05:42 INFO 140707482310464] Epoch[32] Batch[5] avg_epoch_loss=-1.479605 [02/28/2021 13:05:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, batch=5 train loss <loss>=-1.47960511843 [02/28/2021 13:05:42 INFO 140707482310464] Epoch[32] Batch [5]#011Speed: 91.77 samples/sec#011loss=-1.479605 [02/28/2021 13:05:49 INFO 140707482310464] Epoch[32] Batch[10] avg_epoch_loss=-1.449126 [02/28/2021 13:05:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, batch=10 train loss <loss>=-1.41255017519 [02/28/2021 13:05:49 INFO 140707482310464] Epoch[32] Batch [10]#011Speed: 90.44 samples/sec#011loss=-1.412550 [02/28/2021 13:05:49 INFO 140707482310464] processed a total of 1324 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16108.60300064087, "sum": 16108.60300064087, "min": 16108.60300064087}}, "EndTime": 1614517549.789557, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517533.68044} [02/28/2021 13:05:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.1914572788 records/second [02/28/2021 13:05:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 66 % of epochs [02/28/2021 13:05:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, train loss <loss>=-1.44912559878 [02/28/2021 13:05:49 INFO 140707482310464] loss did not improve [02/28/2021 13:05:51 INFO 140707482310464] Epoch[33] Batch[0] avg_epoch_loss=-1.479449 [02/28/2021 13:05:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=33, batch=0 train loss <loss>=-1.47944939137 [02/28/2021 13:05:58 INFO 140707482310464] Epoch[33] Batch[5] avg_epoch_loss=-1.565385 [02/28/2021 13:05:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=33, batch=5 train loss <loss>=-1.56538540125 [02/28/2021 13:05:58 INFO 140707482310464] Epoch[33] Batch [5]#011Speed: 91.56 samples/sec#011loss=-1.565385 [02/28/2021 13:06:04 INFO 140707482310464] processed a total of 1279 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14942.646026611328, "sum": 14942.646026611328, "min": 14942.646026611328}}, "EndTime": 1614517564.732737, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517549.789647} [02/28/2021 13:06:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.5933139337 records/second [02/28/2021 13:06:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 68 % of epochs [02/28/2021 13:06:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=33, train loss <loss>=-1.572267735 [02/28/2021 13:06:04 INFO 140707482310464] loss did not improve [02/28/2021 13:06:06 INFO 140707482310464] Epoch[34] Batch[0] avg_epoch_loss=-1.574586 [02/28/2021 13:06:06 INFO 140707482310464] #quality_metric: host=algo-1, epoch=34, batch=0 train loss <loss>=-1.57458555698 [02/28/2021 13:06:13 INFO 140707482310464] Epoch[34] Batch[5] avg_epoch_loss=-1.594810 [02/28/2021 13:06:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=34, batch=5 train loss <loss>=-1.59481028716 [02/28/2021 13:06:13 INFO 140707482310464] Epoch[34] Batch [5]#011Speed: 91.56 samples/sec#011loss=-1.594810 [02/28/2021 13:06:19 INFO 140707482310464] processed a total of 1242 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14715.281963348389, "sum": 14715.281963348389, "min": 14715.281963348389}}, "EndTime": 1614517579.44857, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517564.732817} [02/28/2021 13:06:19 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.4014042583 records/second [02/28/2021 13:06:19 INFO 140707482310464] #progress_metric: host=algo-1, completed 70 % of epochs [02/28/2021 13:06:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=34, train loss <loss>=-1.54471563101 [02/28/2021 13:06:19 INFO 140707482310464] loss did not improve [02/28/2021 13:06:21 INFO 140707482310464] Epoch[35] Batch[0] avg_epoch_loss=-1.617471 [02/28/2021 13:06:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=35, batch=0 train loss <loss>=-1.61747062206 [02/28/2021 13:06:28 INFO 140707482310464] Epoch[35] Batch[5] avg_epoch_loss=-1.602265 [02/28/2021 13:06:28 INFO 140707482310464] #quality_metric: host=algo-1, epoch=35, batch=5 train loss <loss>=-1.60226470232 [02/28/2021 13:06:28 INFO 140707482310464] Epoch[35] Batch [5]#011Speed: 91.28 samples/sec#011loss=-1.602265 [02/28/2021 13:06:34 INFO 140707482310464] processed a total of 1268 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14590.759992599487, "sum": 14590.759992599487, "min": 14590.759992599487}}, "EndTime": 1614517594.039817, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517579.448662} [02/28/2021 13:06:34 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.9038036147 records/second [02/28/2021 13:06:34 INFO 140707482310464] #progress_metric: host=algo-1, completed 72 % of epochs [02/28/2021 13:06:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=35, train loss <loss>=-1.57395133972 [02/28/2021 13:06:34 INFO 140707482310464] loss did not improve [02/28/2021 13:06:36 INFO 140707482310464] Epoch[36] Batch[0] avg_epoch_loss=-1.585188 [02/28/2021 13:06:36 INFO 140707482310464] #quality_metric: host=algo-1, epoch=36, batch=0 train loss <loss>=-1.58518755436 [02/28/2021 13:06:43 INFO 140707482310464] Epoch[36] Batch[5] avg_epoch_loss=-1.592483 [02/28/2021 13:06:43 INFO 140707482310464] #quality_metric: host=algo-1, epoch=36, batch=5 train loss <loss>=-1.59248348077 [02/28/2021 13:06:43 INFO 140707482310464] Epoch[36] Batch [5]#011Speed: 91.49 samples/sec#011loss=-1.592483 [02/28/2021 13:06:48 INFO 140707482310464] processed a total of 1278 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14644.879817962646, "sum": 14644.879817962646, "min": 14644.879817962646}}, "EndTime": 1614517608.685116, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517594.039878} [02/28/2021 13:06:48 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=87.265285469 records/second [02/28/2021 13:06:48 INFO 140707482310464] #progress_metric: host=algo-1, completed 74 % of epochs [02/28/2021 13:06:48 INFO 140707482310464] #quality_metric: host=algo-1, epoch=36, train loss <loss>=-1.591749084 [02/28/2021 13:06:48 INFO 140707482310464] best epoch loss so far [02/28/2021 13:06:48 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_6df4ca3d-3dfb-488d-8bb3-dbf1ae49ce32-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 296.72908782958984, "sum": 296.72908782958984, "min": 296.72908782958984}}, "EndTime": 1614517608.982477, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517608.685201} [02/28/2021 13:06:50 INFO 140707482310464] Epoch[37] Batch[0] avg_epoch_loss=-1.446877 [02/28/2021 13:06:50 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, batch=0 train loss <loss>=-1.44687688351 [02/28/2021 13:06:57 INFO 140707482310464] Epoch[37] Batch[5] avg_epoch_loss=-1.553485 [02/28/2021 13:06:57 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, batch=5 train loss <loss>=-1.55348483721 [02/28/2021 13:06:57 INFO 140707482310464] Epoch[37] Batch [5]#011Speed: 91.92 samples/sec#011loss=-1.553485 [02/28/2021 13:07:05 INFO 140707482310464] Epoch[37] Batch[10] avg_epoch_loss=-1.599706 [02/28/2021 13:07:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, batch=10 train loss <loss>=-1.65517084599 [02/28/2021 13:07:05 INFO 140707482310464] Epoch[37] Batch [10]#011Speed: 86.64 samples/sec#011loss=-1.655171 [02/28/2021 13:07:05 INFO 140707482310464] processed a total of 1312 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16327.296018600464, "sum": 16327.296018600464, "min": 16327.296018600464}}, "EndTime": 1614517625.309884, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517608.982535} [02/28/2021 13:07:05 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.3556918754 records/second [02/28/2021 13:07:05 INFO 140707482310464] #progress_metric: host=algo-1, completed 76 % of epochs [02/28/2021 13:07:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, train loss <loss>=-1.59970575029 [02/28/2021 13:07:05 INFO 140707482310464] best epoch loss so far [02/28/2021 13:07:05 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_028d5f52-3cf4-48fc-8eb4-e1438a6b38d8-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 356.65297508239746, "sum": 356.65297508239746, "min": 356.65297508239746}}, "EndTime": 1614517625.66711, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517625.309962} [02/28/2021 13:07:07 INFO 140707482310464] Epoch[38] Batch[0] avg_epoch_loss=-1.488816 [02/28/2021 13:07:07 INFO 140707482310464] #quality_metric: host=algo-1, epoch=38, batch=0 train loss <loss>=-1.48881554604 [02/28/2021 13:07:14 INFO 140707482310464] Epoch[38] Batch[5] avg_epoch_loss=-1.614088 [02/28/2021 13:07:14 INFO 140707482310464] #quality_metric: host=algo-1, epoch=38, batch=5 train loss <loss>=-1.61408795913 [02/28/2021 13:07:14 INFO 140707482310464] Epoch[38] Batch [5]#011Speed: 91.20 samples/sec#011loss=-1.614088 [02/28/2021 13:07:20 INFO 140707482310464] processed a total of 1247 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14694.09203529358, "sum": 14694.09203529358, "min": 14694.09203529358}}, "EndTime": 1614517640.361319, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517625.667176} [02/28/2021 13:07:20 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.8634841196 records/second [02/28/2021 13:07:20 INFO 140707482310464] #progress_metric: host=algo-1, completed 78 % of epochs [02/28/2021 13:07:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=38, train loss <loss>=-1.6026632309 [02/28/2021 13:07:20 INFO 140707482310464] best epoch loss so far [02/28/2021 13:07:20 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_99a62c9c-2a40-4739-bd8b-4c6cf1f7da5e-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 286.0410213470459, "sum": 286.0410213470459, "min": 286.0410213470459}}, "EndTime": 1614517640.647881, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517640.361383} [02/28/2021 13:07:22 INFO 140707482310464] Epoch[39] Batch[0] avg_epoch_loss=-1.725779 [02/28/2021 13:07:22 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, batch=0 train loss <loss>=-1.72577869892 [02/28/2021 13:07:29 INFO 140707482310464] Epoch[39] Batch[5] avg_epoch_loss=-1.689838 [02/28/2021 13:07:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, batch=5 train loss <loss>=-1.68983813127 [02/28/2021 13:07:29 INFO 140707482310464] Epoch[39] Batch [5]#011Speed: 90.89 samples/sec#011loss=-1.689838 [02/28/2021 13:07:36 INFO 140707482310464] Epoch[39] Batch[10] avg_epoch_loss=-1.558078 [02/28/2021 13:07:36 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, batch=10 train loss <loss>=-1.39996606708 [02/28/2021 13:07:36 INFO 140707482310464] Epoch[39] Batch [10]#011Speed: 90.58 samples/sec#011loss=-1.399966 [02/28/2021 13:07:36 INFO 140707482310464] processed a total of 1300 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16087.426900863647, "sum": 16087.426900863647, "min": 16087.426900863647}}, "EndTime": 1614517656.735431, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517640.647942} [02/28/2021 13:07:36 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.8079653611 records/second [02/28/2021 13:07:36 INFO 140707482310464] #progress_metric: host=algo-1, completed 80 % of epochs [02/28/2021 13:07:36 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, train loss <loss>=-1.55807810209 [02/28/2021 13:07:36 INFO 140707482310464] loss did not improve [02/28/2021 13:07:38 INFO 140707482310464] Epoch[40] Batch[0] avg_epoch_loss=-1.265667 [02/28/2021 13:07:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, batch=0 train loss <loss>=-1.26566696167 [02/28/2021 13:07:45 INFO 140707482310464] Epoch[40] Batch[5] avg_epoch_loss=-1.291408 [02/28/2021 13:07:45 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, batch=5 train loss <loss>=-1.29140776396 [02/28/2021 13:07:45 INFO 140707482310464] Epoch[40] Batch [5]#011Speed: 90.56 samples/sec#011loss=-1.291408 [02/28/2021 13:07:52 INFO 140707482310464] Epoch[40] Batch[10] avg_epoch_loss=-1.297744 [02/28/2021 13:07:52 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, batch=10 train loss <loss>=-1.30534818172 [02/28/2021 13:07:52 INFO 140707482310464] Epoch[40] Batch [10]#011Speed: 90.02 samples/sec#011loss=-1.305348 [02/28/2021 13:07:52 INFO 140707482310464] processed a total of 1293 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16168.591976165771, "sum": 16168.591976165771, "min": 16168.591976165771}}, "EndTime": 1614517672.904398, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517656.73549} [02/28/2021 13:07:52 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=79.9694131654 records/second [02/28/2021 13:07:52 INFO 140707482310464] #progress_metric: host=algo-1, completed 82 % of epochs [02/28/2021 13:07:52 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, train loss <loss>=-1.29774431749 [02/28/2021 13:07:52 INFO 140707482310464] loss did not improve [02/28/2021 13:07:54 INFO 140707482310464] Epoch[41] Batch[0] avg_epoch_loss=-1.509303 [02/28/2021 13:07:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, batch=0 train loss <loss>=-1.50930297375 [02/28/2021 13:08:02 INFO 140707482310464] Epoch[41] Batch[5] avg_epoch_loss=-1.481624 [02/28/2021 13:08:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, batch=5 train loss <loss>=-1.48162355026 [02/28/2021 13:08:02 INFO 140707482310464] Epoch[41] Batch [5]#011Speed: 89.47 samples/sec#011loss=-1.481624 [02/28/2021 13:08:09 INFO 140707482310464] Epoch[41] Batch[10] avg_epoch_loss=-1.482126 [02/28/2021 13:08:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, batch=10 train loss <loss>=-1.48272967339 [02/28/2021 13:08:09 INFO 140707482310464] Epoch[41] Batch [10]#011Speed: 84.13 samples/sec#011loss=-1.482730 [02/28/2021 13:08:09 INFO 140707482310464] processed a total of 1366 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16757.025957107544, "sum": 16757.025957107544, "min": 16757.025957107544}}, "EndTime": 1614517689.661921, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517672.904458} [02/28/2021 13:08:09 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.5174177695 records/second [02/28/2021 13:08:09 INFO 140707482310464] #progress_metric: host=algo-1, completed 84 % of epochs [02/28/2021 13:08:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, train loss <loss>=-1.4821263335 [02/28/2021 13:08:09 INFO 140707482310464] loss did not improve [02/28/2021 13:08:11 INFO 140707482310464] Epoch[42] Batch[0] avg_epoch_loss=-1.457484 [02/28/2021 13:08:11 INFO 140707482310464] #quality_metric: host=algo-1, epoch=42, batch=0 train loss <loss>=-1.45748448372 [02/28/2021 13:08:18 INFO 140707482310464] Epoch[42] Batch[5] avg_epoch_loss=-1.572818 [02/28/2021 13:08:18 INFO 140707482310464] #quality_metric: host=algo-1, epoch=42, batch=5 train loss <loss>=-1.57281786203 [02/28/2021 13:08:18 INFO 140707482310464] Epoch[42] Batch [5]#011Speed: 90.02 samples/sec#011loss=-1.572818 [02/28/2021 13:08:24 INFO 140707482310464] processed a total of 1226 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14761.455059051514, "sum": 14761.455059051514, "min": 14761.455059051514}}, "EndTime": 1614517704.42394, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517689.662002} [02/28/2021 13:08:24 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.0536534194 records/second [02/28/2021 13:08:24 INFO 140707482310464] #progress_metric: host=algo-1, completed 86 % of epochs [02/28/2021 13:08:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=42, train loss <loss>=-1.60731004477 [02/28/2021 13:08:24 INFO 140707482310464] best epoch loss so far [02/28/2021 13:08:24 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_5f36abd3-638a-4379-9301-0e724ecdb6c9-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 275.0828266143799, "sum": 275.0828266143799, "min": 275.0828266143799}}, "EndTime": 1614517704.699553, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517704.423995} [02/28/2021 13:08:26 INFO 140707482310464] Epoch[43] Batch[0] avg_epoch_loss=-1.470080 [02/28/2021 13:08:26 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, batch=0 train loss <loss>=-1.47008013725 [02/28/2021 13:08:33 INFO 140707482310464] Epoch[43] Batch[5] avg_epoch_loss=-1.596358 [02/28/2021 13:08:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, batch=5 train loss <loss>=-1.59635812044 [02/28/2021 13:08:33 INFO 140707482310464] Epoch[43] Batch [5]#011Speed: 90.81 samples/sec#011loss=-1.596358 [02/28/2021 13:08:40 INFO 140707482310464] Epoch[43] Batch[10] avg_epoch_loss=-1.593306 [02/28/2021 13:08:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, batch=10 train loss <loss>=-1.58964271545 [02/28/2021 13:08:40 INFO 140707482310464] Epoch[43] Batch [10]#011Speed: 91.32 samples/sec#011loss=-1.589643 [02/28/2021 13:08:40 INFO 140707482310464] processed a total of 1315 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16040.69995880127, "sum": 16040.69995880127, "min": 16040.69995880127}}, "EndTime": 1614517720.74038, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517704.699616} [02/28/2021 13:08:40 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.9783728192 records/second [02/28/2021 13:08:40 INFO 140707482310464] #progress_metric: host=algo-1, completed 88 % of epochs [02/28/2021 13:08:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, train loss <loss>=-1.59330566363 [02/28/2021 13:08:40 INFO 140707482310464] loss did not improve [02/28/2021 13:08:42 INFO 140707482310464] Epoch[44] Batch[0] avg_epoch_loss=-1.635806 [02/28/2021 13:08:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=44, batch=0 train loss <loss>=-1.63580560684 [02/28/2021 13:08:49 INFO 140707482310464] Epoch[44] Batch[5] avg_epoch_loss=-1.648871 [02/28/2021 13:08:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=44, batch=5 train loss <loss>=-1.64887064695 [02/28/2021 13:08:49 INFO 140707482310464] Epoch[44] Batch [5]#011Speed: 89.64 samples/sec#011loss=-1.648871 [02/28/2021 13:08:55 INFO 140707482310464] processed a total of 1276 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14798.588037490845, "sum": 14798.588037490845, "min": 14798.588037490845}}, "EndTime": 1614517735.539507, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517720.740461} [02/28/2021 13:08:55 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.2237018633 records/second [02/28/2021 13:08:55 INFO 140707482310464] #progress_metric: host=algo-1, completed 90 % of epochs [02/28/2021 13:08:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=44, train loss <loss>=-1.64805047512 [02/28/2021 13:08:55 INFO 140707482310464] best epoch loss so far [02/28/2021 13:08:55 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_c5e1f033-f43b-49e8-9d5a-ed38905ac1a3-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 314.3761157989502, "sum": 314.3761157989502, "min": 314.3761157989502}}, "EndTime": 1614517735.8545, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517735.539591} [02/28/2021 13:08:57 INFO 140707482310464] Epoch[45] Batch[0] avg_epoch_loss=-1.662719 [02/28/2021 13:08:57 INFO 140707482310464] #quality_metric: host=algo-1, epoch=45, batch=0 train loss <loss>=-1.66271901131 [02/28/2021 13:09:05 INFO 140707482310464] Epoch[45] Batch[5] avg_epoch_loss=-1.623326 [02/28/2021 13:09:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=45, batch=5 train loss <loss>=-1.62332648039 [02/28/2021 13:09:05 INFO 140707482310464] Epoch[45] Batch [5]#011Speed: 86.85 samples/sec#011loss=-1.623326 [02/28/2021 13:09:11 INFO 140707482310464] processed a total of 1266 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 15170.687913894653, "sum": 15170.687913894653, "min": 15170.687913894653}}, "EndTime": 1614517751.025331, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517735.854576} [02/28/2021 13:09:11 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.4497419967 records/second [02/28/2021 13:09:11 INFO 140707482310464] #progress_metric: host=algo-1, completed 92 % of epochs [02/28/2021 13:09:11 INFO 140707482310464] #quality_metric: host=algo-1, epoch=45, train loss <loss>=-1.62704837322 [02/28/2021 13:09:11 INFO 140707482310464] loss did not improve [02/28/2021 13:09:13 INFO 140707482310464] Epoch[46] Batch[0] avg_epoch_loss=-1.593773 [02/28/2021 13:09:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=46, batch=0 train loss <loss>=-1.59377288818 [02/28/2021 13:09:20 INFO 140707482310464] Epoch[46] Batch[5] avg_epoch_loss=-1.618302 [02/28/2021 13:09:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=46, batch=5 train loss <loss>=-1.61830238501 [02/28/2021 13:09:20 INFO 140707482310464] Epoch[46] Batch [5]#011Speed: 90.58 samples/sec#011loss=-1.618302 [02/28/2021 13:09:25 INFO 140707482310464] processed a total of 1267 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14706.341981887817, "sum": 14706.341981887817, "min": 14706.341981887817}}, "EndTime": 1614517765.732232, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517751.025415} [02/28/2021 13:09:25 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.1525866001 records/second [02/28/2021 13:09:25 INFO 140707482310464] #progress_metric: host=algo-1, completed 94 % of epochs [02/28/2021 13:09:25 INFO 140707482310464] #quality_metric: host=algo-1, epoch=46, train loss <loss>=-1.65111070871 [02/28/2021 13:09:25 INFO 140707482310464] best epoch loss so far [02/28/2021 13:09:26 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_8d01fdae-5e9a-480b-90cf-cd7ac89ecb79-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 293.612003326416, "sum": 293.612003326416, "min": 293.612003326416}}, "EndTime": 1614517766.026491, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517765.732319} [02/28/2021 13:09:28 INFO 140707482310464] Epoch[47] Batch[0] avg_epoch_loss=-1.576820 [02/28/2021 13:09:28 INFO 140707482310464] #quality_metric: host=algo-1, epoch=47, batch=0 train loss <loss>=-1.57682025433 [02/28/2021 13:09:35 INFO 140707482310464] Epoch[47] Batch[5] avg_epoch_loss=-1.603123 [02/28/2021 13:09:35 INFO 140707482310464] #quality_metric: host=algo-1, epoch=47, batch=5 train loss <loss>=-1.6031229496 [02/28/2021 13:09:35 INFO 140707482310464] Epoch[47] Batch [5]#011Speed: 91.71 samples/sec#011loss=-1.603123 [02/28/2021 13:09:40 INFO 140707482310464] processed a total of 1274 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14576.210975646973, "sum": 14576.210975646973, "min": 14576.210975646973}}, "EndTime": 1614517780.602845, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517766.026562} [02/28/2021 13:09:40 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=87.4018645962 records/second [02/28/2021 13:09:40 INFO 140707482310464] #progress_metric: host=algo-1, completed 96 % of epochs [02/28/2021 13:09:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=47, train loss <loss>=-1.65200663805 [02/28/2021 13:09:40 INFO 140707482310464] best epoch loss so far [02/28/2021 13:09:40 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3a7bfd55-8d35-4c6d-9ce5-00a79633322a-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 294.4071292877197, "sum": 294.4071292877197, "min": 294.4071292877197}}, "EndTime": 1614517780.897861, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517780.602937} [02/28/2021 13:09:42 INFO 140707482310464] Epoch[48] Batch[0] avg_epoch_loss=-1.658231 [02/28/2021 13:09:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=48, batch=0 train loss <loss>=-1.65823090076 [02/28/2021 13:09:50 INFO 140707482310464] Epoch[48] Batch[5] avg_epoch_loss=-1.633994 [02/28/2021 13:09:50 INFO 140707482310464] #quality_metric: host=algo-1, epoch=48, batch=5 train loss <loss>=-1.63399356604 [02/28/2021 13:09:50 INFO 140707482310464] Epoch[48] Batch [5]#011Speed: 89.49 samples/sec#011loss=-1.633994 [02/28/2021 13:09:55 INFO 140707482310464] processed a total of 1239 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 14750.887155532837, "sum": 14750.887155532837, "min": 14750.887155532837}}, "EndTime": 1614517795.648863, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517780.897921} [02/28/2021 13:09:55 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.9942651559 records/second [02/28/2021 13:09:55 INFO 140707482310464] #progress_metric: host=algo-1, completed 98 % of epochs [02/28/2021 13:09:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=48, train loss <loss>=-1.62342175245 [02/28/2021 13:09:55 INFO 140707482310464] loss did not improve [02/28/2021 13:09:57 INFO 140707482310464] Epoch[49] Batch[0] avg_epoch_loss=-1.704409 [02/28/2021 13:09:57 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, batch=0 train loss <loss>=-1.70440864563 [02/28/2021 13:10:05 INFO 140707482310464] Epoch[49] Batch[5] avg_epoch_loss=-1.634224 [02/28/2021 13:10:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, batch=5 train loss <loss>=-1.63422371944 [02/28/2021 13:10:05 INFO 140707482310464] Epoch[49] Batch [5]#011Speed: 85.61 samples/sec#011loss=-1.634224 [02/28/2021 13:10:12 INFO 140707482310464] Epoch[49] Batch[10] avg_epoch_loss=-1.663469 [02/28/2021 13:10:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, batch=10 train loss <loss>=-1.69856319427 [02/28/2021 13:10:12 INFO 140707482310464] Epoch[49] Batch [10]#011Speed: 89.39 samples/sec#011loss=-1.698563 [02/28/2021 13:10:12 INFO 140707482310464] processed a total of 1329 examples #metrics {"Metrics": {"update.time": {"count": 1, "max": 16673.410177230835, "sum": 16673.410177230835, "min": 16673.410177230835}}, "EndTime": 1614517812.322837, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517795.648948} [02/28/2021 13:10:12 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=79.7072148497 records/second [02/28/2021 13:10:12 INFO 140707482310464] #progress_metric: host=algo-1, completed 100 % of epochs [02/28/2021 13:10:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, train loss <loss>=-1.66346893527 [02/28/2021 13:10:12 INFO 140707482310464] best epoch loss so far [02/28/2021 13:10:12 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_a7cdd91f-b7fb-4bda-9c17-ce771a65f835-0000.params" #metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 288.7148857116699, "sum": 288.7148857116699, "min": 288.7148857116699}}, "EndTime": 1614517812.612114, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517812.322918} [02/28/2021 13:10:12 INFO 140707482310464] Final loss: -1.66346893527 (occurred at epoch 49) [02/28/2021 13:10:12 INFO 140707482310464] #quality_metric: host=algo-1, train final_loss <loss>=-1.66346893527 [02/28/2021 13:10:12 WARNING 140707482310464] You are using large values for `context_length` and/or `prediction_length`. The following step may take some time. If the step crashes, use an instance with more memory or reduce these two parameters. [02/28/2021 13:10:12 INFO 140707482310464] Worker algo-1 finished training. [02/28/2021 13:10:12 WARNING 140707482310464] wait_for_all_workers will not sync workers since the kv store is not running distributed [02/28/2021 13:10:12 INFO 140707482310464] All workers finished. Serializing model for prediction. #metrics {"Metrics": {"get_graph.time": {"count": 1, "max": 36946.76613807678, "sum": 36946.76613807678, "min": 36946.76613807678}}, "EndTime": 1614517849.559436, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517812.612174} [02/28/2021 13:10:50 INFO 140707482310464] Number of GPUs being used: 0 #metrics {"Metrics": {"finalize.time": {"count": 1, "max": 37935.10389328003, "sum": 37935.10389328003, "min": 37935.10389328003}}, "EndTime": 1614517850.547717, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517849.55952} [02/28/2021 13:10:50 INFO 140707482310464] Serializing to /opt/ml/model/model_algo-1 [02/28/2021 13:10:50 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/model_algo-1-0000.params" #metrics {"Metrics": {"model.serialize.time": {"count": 1, "max": 146.86298370361328, "sum": 146.86298370361328, "min": 146.86298370361328}}, "EndTime": 1614517850.694703, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517850.547795} [02/28/2021 13:10:50 INFO 140707482310464] Successfully serialized the model for prediction. [02/28/2021 13:10:50 INFO 140707482310464] Evaluating model accuracy on testset using 100 samples #metrics {"Metrics": {"model.bind.time": {"count": 1, "max": 0.03790855407714844, "sum": 0.03790855407714844, "min": 0.03790855407714844}}, "EndTime": 1614517850.695446, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517850.694772} /opt/amazon/lib/python2.7/site-packages/numpy/ma/core.py:2785: UserWarning: Warning: converting a masked element to nan. order=order, subok=True, ndmin=ndmin) #metrics {"Metrics": {"model.score.time": {"count": 1, "max": 2458.343029022217, "sum": 2458.343029022217, "min": 2458.343029022217}}, "EndTime": 1614517853.153752, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517850.695494} [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, RMSE): 0.647006953479 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, mean_absolute_QuantileLoss): 17.716021343072256 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, mean_wQuantileLoss): 0.6982240132746015 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.1]): 0.1511079159063914 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.2]): 0.2971692980028862 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.3]): 0.43913349109398225 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.4]): 0.5776411462234078 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.5]): 0.7124897727890337 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.6]): 0.8439161456652524 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.7]): 0.9704443196957742 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.8]): 1.092644725935177 [02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.9]): 1.1994693041595093 [02/28/2021 13:10:53 INFO 140707482310464] #quality_metric: host=algo-1, test mean_wQuantileLoss <loss>=0.698224013275 [02/28/2021 13:10:53 INFO 140707482310464] #quality_metric: host=algo-1, test RMSE <loss>=0.647006953479 #metrics {"Metrics": {"totaltime": {"count": 1, "max": 847244.7559833527, "sum": 847244.7559833527, "min": 847244.7559833527}, "setuptime": {"count": 1, "max": 12.434959411621094, "sum": 12.434959411621094, "min": 12.434959411621094}}, "EndTime": 1614517853.401062, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517853.153833} 2021-02-28 13:11:55 Uploading - Uploading generated training model 2021-02-28 13:12:15 Completed - Training job completed Training seconds: 972 Billable seconds: 972 CPU times: user 2.72 s, sys: 116 ms, total: 2.84 s Wall time: 19min 28s
Deploy and Create a Predictor¶
Now that we have trained a model, we can use it to perform predictions by deploying it to a predictor endpoint.
In [110]:
%%time
from sagemaker.serializers import JSONSerializer
from sagemaker.deserializers import JSONDeserializer
# create a predictor
predictor_deepar = regressor_deepar.deploy(
initial_instance_count=1,
instance_type="ml.m4.xlarge",
serializer=JSONSerializer(),
deserializer= JSONDeserializer()
)
---------------!CPU times: user 278 ms, sys: 11.5 ms, total: 290 ms Wall time: 7min 32s
In [112]:
test_json = {
"instances": [{"start": str(test["VALE3.SA"].date.values[0]) + " 00:00:00",
"target": []}],
"configuration": {
"num_samples":50,
"output_types": ["mean"]
}}
In [113]:
prediction_deepar = predictor_deepar.predict(test_json)
In [120]:
# Rescaling the restul
prediction_deepar = scaler.inverse_transform(np.array(prediction_deepar["predictions"][0]["mean"]).reshape(1,-1))
In [123]:
# RMSE
np.sqrt(mean_squared_error(y_test_rf, prediction_deepar))
Out[123]:
61.347012755889025
In [126]:
# MAE
mean_absolute_error(y_test_rf, prediction_deepar)
Out[126]:
61.181156138672506
In [190]:
prediction_deepar[0]
Out[190]:
array([23.64079313, 31.13222055, 34.73297058, 35.84298033, 34.62892122,
34.4289676 , 33.62875974, 33.43265791, 33.30082245, 33.51086261,
33.45596961, 33.40279165, 32.85560215, 32.72401007, 32.59037466,
32.69640509, 32.92670609, 33.66230798, 32.72460157, 32.49776182,
31.87984196, 31.64468732, 30.80544644, 30.30754913, 30.00240562,
29.18505855, 30.00143772, 30.77469718])
Now we have a RMSE of 61.347012755889025 and a MAE of 61.181156138672506, we have some reference values to work with.
So, let's visualize this bahaviour in a line graph.
In [184]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
mode = 'lines',
name = 'Real Price')
trace2 = go.Scatter(x = X_test_rf.index, y = prediction_deepar[0],
mode = "lines",
name = "Predicted Price")
layout = go.Layout(title = "Real Price vs Predicted Price using AWS DeepAR-Forecasting ",
width = 1000, height = 600)
fig = go.Figure(data = [trace1, trace2], layout = layout)
fig.show()
d.3. LSTM Model with Tensor Flow¶
Again, as mentioned before, the purpose of this work is to explore SageMaker and AWS. So this model will be basic in its kernel, because in one hand a relative simple LSTM model can achieve good results and on the other hand we will work harder in every necessary step to get it working with all files and dependencies that a TF model takes to be implemented.
In [128]:
from sagemaker.tensorflow import TensorFlow
In [137]:
# Setting up the output path
output_path = "s3://{}/{}/output".format(bucket, prefix)
regressor_tf = TensorFlow(
entry_point='train.py',
#source_dir='source', # directory of your training script
role=role,
framework_version='2.3.0',
model_dir = False,
py_version='py37',
instance_type='ml.c4.xlarge',
instance_count=1,
output_path=output_path,
hyperparameters={
'batch-size':32,
'epochs':100})
In [138]:
regressor_tf.fit(paths["train"])
2021-02-28 13:37:24 Starting - Starting the training job... 2021-02-28 13:37:48 Starting - Launching requested ML instancesProfilerReport-1614519444: InProgress ...... 2021-02-28 13:38:48 Starting - Preparing the instances for training...... 2021-02-28 13:39:49 Downloading - Downloading input data... 2021-02-28 13:40:12 Training - Downloading the training image.. 2021-02-28 13:40:50 Training - Training image download completed. Training in progress.2021-02-28 13:40:39,737 sagemaker-training-toolkit INFO Imported framework sagemaker_tensorflow_container.training 2021-02-28 13:40:39,744 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed) 2021-02-28 13:40:40,261 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed) 2021-02-28 13:40:40,364 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed) 2021-02-28 13:40:40,381 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed) 2021-02-28 13:40:40,393 sagemaker-training-toolkit INFO Invoking user script Training Env: { "additional_framework_parameters": {}, "channel_input_dirs": { "training": "/opt/ml/input/data/training" }, "current_host": "algo-1", "framework_module": "sagemaker_tensorflow_container.training:main", "hosts": [ "algo-1" ], "hyperparameters": { "batch-size": 32, "epochs": 100 }, "input_config_dir": "/opt/ml/input/config", "input_data_config": { "training": { "TrainingInputMode": "File", "S3DistributionType": "FullyReplicated", "RecordWrapperType": "None" } }, "input_dir": "/opt/ml/input", "is_master": true, "job_name": "tensorflow-training-2021-02-28-13-37-24-086", "log_level": 20, "master_hostname": "algo-1", "model_dir": "/opt/ml/model", "module_dir": "s3://sagemaker-us-east-1-623009174020/tensorflow-training-2021-02-28-13-37-24-086/source/sourcedir.tar.gz", "module_name": "train", "network_interface_name": "eth0", "num_cpus": 4, "num_gpus": 0, "output_data_dir": "/opt/ml/output/data", "output_dir": "/opt/ml/output", "output_intermediate_dir": "/opt/ml/output/intermediate", "resource_config": { "current_host": "algo-1", "hosts": [ "algo-1" ], "network_interface_name": "eth0" }, "user_entry_point": "train.py" } Environment variables: SM_HOSTS=["algo-1"] SM_NETWORK_INTERFACE_NAME=eth0 SM_HPS={"batch-size":32,"epochs":100} SM_USER_ENTRY_POINT=train.py SM_FRAMEWORK_PARAMS={} SM_RESOURCE_CONFIG={"current_host":"algo-1","hosts":["algo-1"],"network_interface_name":"eth0"} SM_INPUT_DATA_CONFIG={"training":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}} SM_OUTPUT_DATA_DIR=/opt/ml/output/data SM_CHANNELS=["training"] SM_CURRENT_HOST=algo-1 SM_MODULE_NAME=train SM_LOG_LEVEL=20 SM_FRAMEWORK_MODULE=sagemaker_tensorflow_container.training:main SM_INPUT_DIR=/opt/ml/input SM_INPUT_CONFIG_DIR=/opt/ml/input/config SM_OUTPUT_DIR=/opt/ml/output SM_NUM_CPUS=4 SM_NUM_GPUS=0 SM_MODEL_DIR=/opt/ml/model SM_MODULE_DIR=s3://sagemaker-us-east-1-623009174020/tensorflow-training-2021-02-28-13-37-24-086/source/sourcedir.tar.gz SM_TRAINING_ENV={"additional_framework_parameters":{},"channel_input_dirs":{"training":"/opt/ml/input/data/training"},"current_host":"algo-1","framework_module":"sagemaker_tensorflow_container.training:main","hosts":["algo-1"],"hyperparameters":{"batch-size":32,"epochs":100},"input_config_dir":"/opt/ml/input/config","input_data_config":{"training":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}},"input_dir":"/opt/ml/input","is_master":true,"job_name":"tensorflow-training-2021-02-28-13-37-24-086","log_level":20,"master_hostname":"algo-1","model_dir":"/opt/ml/model","module_dir":"s3://sagemaker-us-east-1-623009174020/tensorflow-training-2021-02-28-13-37-24-086/source/sourcedir.tar.gz","module_name":"train","network_interface_name":"eth0","num_cpus":4,"num_gpus":0,"output_data_dir":"/opt/ml/output/data","output_dir":"/opt/ml/output","output_intermediate_dir":"/opt/ml/output/intermediate","resource_config":{"current_host":"algo-1","hosts":["algo-1"],"network_interface_name":"eth0"},"user_entry_point":"train.py"} SM_USER_ARGS=["--batch-size","32","--epochs","100"] SM_OUTPUT_INTERMEDIATE_DIR=/opt/ml/output/intermediate SM_CHANNEL_TRAINING=/opt/ml/input/data/training SM_HP_BATCH-SIZE=32 SM_HP_EPOCHS=100 PYTHONPATH=/opt/ml/code:/usr/local/bin:/usr/local/lib/python37.zip:/usr/local/lib/python3.7:/usr/local/lib/python3.7/lib-dynload:/usr/local/lib/python3.7/site-packages Invoking script with the following command: /usr/local/bin/python3.7 train.py --batch-size 32 --epochs 100 [2021-02-28 13:40:43.470 ip-10-2-242-162.ec2.internal:21 INFO json_config.py:90] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json. [2021-02-28 13:40:43.471 ip-10-2-242-162.ec2.internal:21 INFO hook.py:193] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries. [2021-02-28 13:40:43.471 ip-10-2-242-162.ec2.internal:21 INFO hook.py:238] Saving to /opt/ml/output/tensors [2021-02-28 13:40:43.471 ip-10-2-242-162.ec2.internal:21 INFO state_store.py:67] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist. [2021-02-28 13:40:43.630 ip-10-2-242-162.ec2.internal:21 INFO hook.py:398] Monitoring the collections: metrics, sm_metrics, losses Epoch 1/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.1946#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.1228#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0943#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0772#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0636#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0571#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0527#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0488#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0448#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0409#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0386#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0368#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0353#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0339#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0323#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0310#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0299#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0287#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0277#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0272#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0262#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0254#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0251#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0251 Epoch 2/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0104#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0096#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0090#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0092#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0102#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0101#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0103#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0104#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0103#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0101#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0098#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 191ms/step - loss: 0.0097 Epoch 3/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0084#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0096#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0101#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0089#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0087#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0089#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0090#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0091#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0090#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0086#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0084#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0086#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0086#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0085#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0084#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0082#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0082#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0081#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0080#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 234ms/step - loss: 0.0080 Epoch 4/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 3s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 4s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 5s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 5s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 5s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 5s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 4s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 232ms/step - loss: 0.0053 Epoch 5/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0050 Epoch 6/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 179ms/step - loss: 0.0043 Epoch 7/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 180ms/step - loss: 0.0051 Epoch 8/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0066#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0054#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0038 Epoch 9/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0037 Epoch 10/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0037 Epoch 11/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 194ms/step - loss: 0.0038 Epoch 12/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0057#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 181ms/step - loss: 0.0034 Epoch 13/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0030 Epoch 14/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0030 Epoch 15/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0029 Epoch 16/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 208ms/step - loss: 0.0028 Epoch 17/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 4s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 4s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 237ms/step - loss: 0.0032 Epoch 18/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0026 Epoch 19/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0024 Epoch 20/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0034 Epoch 21/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0059#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0029 Epoch 22/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0026 Epoch 23/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0024 Epoch 24/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 193ms/step - loss: 0.0024 Epoch 25/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0021 Epoch 26/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 0.0022 Epoch 27/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0018 Epoch 28/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0018 Epoch 29/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 196ms/step - loss: 0.0019 Epoch 30/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 3s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 4s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 257ms/step - loss: 0.0019 Epoch 31/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0019 Epoch 32/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0019 Epoch 33/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0020 Epoch 34/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0017 Epoch 35/100 #015 1/23 [>.............................] - ETA: 0s - loss: 9.3247e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0022 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0019 Epoch 36/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0023 Epoch 37/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 198ms/step - loss: 0.0021 Epoch 38/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0018 Epoch 39/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0017 Epoch 40/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0015 Epoch 41/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0017 Epoch 42/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 193ms/step - loss: 0.0018 Epoch 43/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 3s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 4s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 241ms/step - loss: 0.0019 Epoch 44/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 197ms/step - loss: 0.0019 Epoch 45/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0018 Epoch 46/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0016 Epoch 47/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0015 Epoch 48/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0018 Epoch 49/100 #015 1/23 [>.............................] - ETA: 0s - loss: 9.4255e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015 Epoch 50/100 #015 1/23 [>.............................] - ETA: 0s - loss: 5.7902e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 196ms/step - loss: 0.0014 Epoch 51/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0015 Epoch 52/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0014 Epoch 53/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015 Epoch 54/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015 Epoch 55/100 #015 1/23 [>.............................] - ETA: 0s - loss: 8.3718e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0012 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 194ms/step - loss: 0.0016 Epoch 56/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 4s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 243ms/step - loss: 0.0014 Epoch 57/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.8001e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 194ms/step - loss: 0.0014 Epoch 58/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015 Epoch 59/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 180ms/step - loss: 0.0014 Epoch 60/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 180ms/step - loss: 0.0014 Epoch 61/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0014 Epoch 62/100 #015 1/23 [>.............................] - ETA: 0s - loss: 8.8431e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 8.0965e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.3793e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0013 Epoch 63/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0013 Epoch 64/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 193ms/step - loss: 0.0014 Epoch 65/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0015 Epoch 66/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0014 Epoch 67/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0012 Epoch 68/100 #015 1/23 [>.............................] - ETA: 0s - loss: 3.2441e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 7.2807e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.7105e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 195ms/step - loss: 0.0012 Epoch 69/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.5082e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.2237e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 243ms/step - loss: 0.0012 Epoch 70/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.6652e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 199ms/step - loss: 0.0012 Epoch 71/100 #015 1/23 [>.............................] - ETA: 0s - loss: 6.9430e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0012 Epoch 72/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.6562e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.8984e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 0.0011 Epoch 73/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0012 Epoch 74/100 #015 1/23 [>.............................] - ETA: 0s - loss: 7.8569e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 7.9359e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.2035e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 9.3544e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.9833e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.0057e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 195ms/step - loss: 0.0013 Epoch 75/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0014 Epoch 76/100 #015 1/23 [>.............................] - ETA: 0s - loss: 9.2929e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.5461e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.4545e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 9.4965e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0012 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0012 Epoch 77/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 197ms/step - loss: 0.0013 Epoch 78/100 #015 1/23 [>.............................] - ETA: 0s - loss: 6.3952e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0022 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0013 Epoch 79/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0013 Epoch 80/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 190ms/step - loss: 0.0013 Epoch 81/100 #015 1/23 [>.............................] - ETA: 0s - loss: 8.5388e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.8579e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.5416e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.1299e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.4524e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.2818e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.2220e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.1437e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.0393e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.8799e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 201ms/step - loss: 0.0011 Epoch 82/100 #015 1/23 [>.............................] - ETA: 0s - loss: 8.8180e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.0170e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 7.0838e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 6.9358e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 4s - loss: 7.1635e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 9.5859e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 9.2498e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 8.9618e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 8.7029e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 9.5513e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 9.3098e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 8.9283e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 9.2367e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 9.8353e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 9.9309e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.9117e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.8405e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.9326e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 251ms/step - loss: 9.9326e-04 Epoch 83/100 #015 1/23 [>.............................] - ETA: 0s - loss: 8.4237e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.2907e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 7.7920e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.5338e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.2432e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.1754e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.5992e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.8368e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.0671e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.1439e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.5524e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.3728e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.2211e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1836e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.4299e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.7227e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.5418e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.7896e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.5681e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.4180e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.6369e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.6752e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 200ms/step - loss: 9.6752e-04 Epoch 84/100 #015 1/23 [>.............................] - ETA: 0s - loss: 4.6772e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 7.0861e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 6.4514e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.0117e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.5867e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.5650e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.3321e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.9680e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0011 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 190ms/step - loss: 0.0011 Epoch 85/100 #015 1/23 [>.............................] - ETA: 0s - loss: 8.7072e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0012 Epoch 86/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0012 Epoch 87/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.3739e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.3663e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.7385e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.2510e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.8403e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.9849e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.5272e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.8832e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 8.8879e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.2970e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.2515e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.2800e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.8129e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.8112e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.9543e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.7703e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.5792e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.5058e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.4669e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 9.4669e-04 - batch: 22.0000 Epoch 88/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.5943e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.1808e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.6285e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.9743e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.4339e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.9766e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.7293e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.0968e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.0125e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.8934e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1364e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 8.9904e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.7314e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.1827e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.1475e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.9659e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 8.9263e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.0701e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.3224e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 9.3224e-04 Epoch 89/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.6973e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.5817e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.0663e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.5983e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.4984e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.2854e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.2924e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 9.4464e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.5415e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.9502e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.6677e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.9009e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.8661e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 9.8661e-04 Epoch 90/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 8.6501e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.5521e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.4374e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.3273e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.6059e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.6125e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.8693e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.0035e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.1145e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.0758e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 9.0830e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 8.7542e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.8190e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1430e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.1050e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.9279e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 8.9486e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.0529e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.9183e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.0321e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.2812e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.3870e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 199ms/step - loss: 9.3870e-04 Epoch 91/100 #015 1/23 [>.............................] - ETA: 0s - loss: 9.5935e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 9.2307e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.4804e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.3467e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.3555e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.8996e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.7967e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.8312e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0012 Epoch 92/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 0.0010 Epoch 93/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.0937e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.2354e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.2269e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.8096e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.3061e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.5235e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.6982e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.2241e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 8.8647e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.0394e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1528e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.9875e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0011 Epoch 94/100 #015 1/23 [>.............................] - ETA: 0s - loss: 6.7099e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.6433e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.8856e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.3782e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 9.2806e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.2957e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.1928e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.0916e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.0112e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.8796e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 8.7137e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 8.5657e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.9892e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 8.9571e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 8.9635e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 8.9356e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 211ms/step - loss: 8.9356e-04 Epoch 95/100 #015 1/23 [>.............................] - ETA: 0s - loss: 5.7649e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 8.6767e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.0485e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 7.8027e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 8.0645e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 4s - loss: 8.2317e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 7.7719e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 8.2435e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 8.5422e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 8.3261e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 8.3463e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 8.3009e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 8.5618e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 8.4555e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 8.1619e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 7.9619e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.3006e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 8.2128e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 8.3522e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.6836e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 8.6435e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 8.4622e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 8.4447e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 233ms/step - loss: 8.4447e-04 Epoch 96/100 #015 1/23 [>.............................] - ETA: 0s - loss: 8.4091e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 7.1482e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 6.7369e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 7.2082e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.4906e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.5549e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.2794e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.2479e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.1154e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.1847e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.0480e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 8.9996e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.6270e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.4325e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.4293e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.1529e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.5891e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.4456e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.5115e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.4029e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.4009e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.3687e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 197ms/step - loss: 9.3687e-04 Epoch 97/100 #015 1/23 [>.............................] - ETA: 0s - loss: 3.9670e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 6.8404e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 7.7980e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.3723e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.9120e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.1246e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.6852e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.4736e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.7578e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.1155e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.0236e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 8.9491e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.1248e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.9410e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.3093e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.9205e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.9909e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 9.9909e-04 Epoch 98/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.4858e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.9364e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.8640e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.4940e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.5995e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.5152e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.3014e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 8.9631e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.4525e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.2181e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.3573e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.5785e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.4430e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.2401e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.2296e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.1600e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.1469e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.8011e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.7897e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 9.7897e-04 Epoch 99/100 #015 1/23 [>.............................] - ETA: 0s - loss: 5.9962e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 9.1712e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.5607e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.7441e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.3891e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.5718e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.4822e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.4174e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.3808e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.4164e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.5562e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.4434e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.6427e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.7221e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.5270e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.4726e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.8374e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0011 Epoch 100/100 #015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.2046e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.4779e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.3102e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0012 #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 181ms/step - loss: 0.0011 2021-02-28 13:48:45,350 sagemaker-training-toolkit INFO Reporting training SUCCESS 2021-02-28 13:48:57 Uploading - Uploading generated training model 2021-02-28 13:48:57 Completed - Training job completed Training seconds: 554 Billable seconds: 554
In [139]:
predictor_tf = regressor_tf.deploy(initial_instance_count=1, instance_type="ml.m4.xlarge")
update_endpoint is a no-op in sagemaker>=2. See: https://sagemaker.readthedocs.io/en/stable/v2.html for details.
-------------!
In order to make predictions, we need first prepare the data with its lags.
In [140]:
train_input_tf = train["VALE3.SA"].adjclose.values.reshape(-1,1)
test_input_tf = test["VALE3.SA"].adjclose.values.reshape(-1,1)
In [151]:
df_volume = np.vstack((train_input_tf, test_input_tf))
window = 30 # number of lags
inputs = df_volume[df_volume.shape[0] - test_input_tf.shape[0] - window:]
inputs = inputs.reshape(-1, 1)
prediciton_lengh = df_volume.shape[0] - train_input_tf.shape[0] + window
X_test = []
for i in range(window, prediciton_lengh):
X_test_reshaped = np.reshape(inputs[i-window:i], (window, 1))
X_test.append(X_test_reshaped)
X_test = np.stack(X_test)
In [178]:
# Making predictions
prediction_tf = np.array(predictor_tf.predict(X_test)["predictions"])
# Scaling the predictions back
prediction_tf = scaler.inverse_transform(prediction_tf).flatten()
In [180]:
# RMSE
np.sqrt(mean_squared_error(y_test_rf[0], prediction_tf))
Out[180]:
3.9299166145871602
In [181]:
# MAE
mean_absolute_error(y_test_rf[0], prediction_tf)
Out[181]:
3.3107067356002284
In [183]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
mode = 'lines',
name = 'Real Price')
trace2 = go.Scatter(x = X_test_rf.index, y = prediction_tf,
mode = "lines",
name = "Predicted Price")
layout = go.Layout(title = "Real Price vs Predicted Price using LSTM with Tensor Flow",
width = 1000, height = 600)
fig = go.Figure(data = [trace1, trace2], layout = layout)
fig.show()
With the result for the 3 models as well its scores, we can move forward and explore the result a bit.
e. Results¶
In [200]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
mode = 'lines',
name = 'Real Price')
trace2 = go.Scatter(x = X_test_rf.index, y = prediction_rf[0],
mode = "lines",
name = "Predicted Price RF")
trace3 = go.Scatter(x = X_test_rf.index, y = prediction_deepar[0],
mode = "lines",
name = "Predicted Price DeepAR")
trace4 = go.Scatter(x = X_test_rf.index, y = prediction_tf,
mode = "lines",
name = "Predicted Price LSTM")
layout = go.Layout(title = "Comparing the Results of Models with the eal Price",
width = 1000, height = 600)
fig = go.Figure(data = [trace1, trace2, trace4, trace3], layout = layout)
fig.show()
In [202]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
mode = 'lines',
name = 'Real Price')
trace2 = go.Scatter(x = X_test_rf.index, y = prediction_rf[0],
mode = "lines",
name = "Predicted Price RF")
trace3 = go.Scatter(x = X_test_rf.index, y = prediction_tf,
mode = "lines",
name = "Predicted Price LSTM")
layout = go.Layout(title = "Comparing the Results of Random Forest and LSTM models with the Real Price",
width = 1000, height = 600)
fig = go.Figure(data = [trace1, trace2, trace3], layout = layout)
fig.show()
In [ ]: